[edit]
Volume 238: International Conference on Artificial Intelligence and Statistics, 2-4 May 2024, Palau de Congressos, Valencia, Spain
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Editors: Sanjoy Dasgupta, Stephan Mandt, Yingzhen Li
Scalable Higher-Order Tensor Product Spline Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1-9
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Fair k-center Clustering with Outliers
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:10-18
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A/B testing under Interference with Partial Network Information
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:19-27
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Achieving Fairness through Separability: A Unified Framework for Fair Representation Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:28-36
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Personalized Federated X-armed Bandit
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:37-45
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Non-Neighbors Also Matter to Kriging: A New Contrastive-Prototypical Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:46-54
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Boundary-Aware Uncertainty for Feature Attribution Explainers
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:55-63
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Asynchronous SGD on Graphs: a Unified Framework for Asynchronous Decentralized and Federated Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:64-72
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Comparing Comparators in Generalization Bounds
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:73-81
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A Lower Bound and a Near-Optimal Algorithm for Bilevel Empirical Risk Minimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:82-90
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Better Batch for Deep Probabilistic Time Series Forecasting
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:91-99
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Distributionally Robust Model-based Reinforcement Learning with Large State Spaces
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:100-108
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Sketch In, Sketch Out: Accelerating both Learning and Inference for Structured Prediction with Kernels
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:109-117
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Ordinal Potential-based Player Rating
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:118-126
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Mind the GAP: Improving Robustness to Subpopulation Shifts with Group-Aware Priors
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:127-135
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Simple and scalable algorithms for cluster-aware precision medicine
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:136-144
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A Specialized Semismooth Newton Method for Kernel-Based Optimal Transport
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:145-153
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Local Causal Discovery with Linear non-Gaussian Cyclic Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:154-162
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Density Uncertainty Layers for Reliable Uncertainty Estimation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:163-171
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Double InfoGAN for Contrastive Analysis
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:172-180
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Is this model reliable for everyone? Testing for strong calibration
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:181-189
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An Online Bootstrap for Time Series
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:190-198
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Better Representations via Adversarial Training in Pre-Training: A Theoretical Perspective
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:199-207
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Solving Attention Kernel Regression Problem via Pre-conditioner
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:208-216
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Pixel-wise Smoothing for Certified Robustness against Camera Motion Perturbations
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:217-225
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Identifying Copeland Winners in Dueling Bandits with Indifferences
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:226-234
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Linear Convergence of Black-Box Variational Inference: Should We Stick the Landing?
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:235-243
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Fast Dynamic Sampling for Determinantal Point Processes
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:244-252
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Best Arm Identification with Resource Constraints
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:253-261
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Neural McKean-Vlasov Processes: Distributional Dependence in Diffusion Processes
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:262-270
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HintMiner: Automatic Question Hints Mining From Q&A Web Posts with Language Model via Self-Supervised Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:271-279
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A Primal-Dual-Critic Algorithm for Offline Constrained Reinforcement Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:280-288
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On the Statistical Efficiency of Mean-Field Reinforcement Learning with General Function Approximation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:289-297
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Breaking isometric ties and introducing priors in Gromov-Wasserstein distances
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:298-306
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Enhancing In-context Learning via Linear Probe Calibration
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:307-315
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DNNLasso: Scalable Graph Learning for Matrix-Variate Data
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:316-324
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Fast 1-Wasserstein distance approximations using greedy strategies
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:325-333
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Pure Exploration in Bandits with Linear Constraints
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:334-342
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Emergent specialization from participation dynamics and multi-learner retraining
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:343-351
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Optimal Sparse Survival Trees
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:352-360
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TenGAN: Pure Transformer Encoders Make an Efficient Discrete GAN for De Novo Molecular Generation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:361-369
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Explanation-based Training with Differentiable Insertion/Deletion Metric-aware Regularizers
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:370-378
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Multi-armed bandits with guaranteed revenue per arm
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:379-387
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Constant or Logarithmic Regret in Asynchronous Multiplayer Bandits with Limited Communication
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:388-396
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Error bounds for any regression model using Gaussian processes with gradient information
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:397-405
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Robust Non-linear Normalization of Heterogeneous Feature Distributions with Adaptive Tanh-Estimators
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:406-414
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Learning Granger Causality from Instance-wise Self-attentive Hawkes Processes
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:415-423
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P-tensors: a General Framework for Higher Order Message Passing in Subgraph Neural Networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:424-432
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Faster Convergence with MultiWay Preferences
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:433-441
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Testing Generated Distributions in GANs to Penalize Mode Collapse
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:442-450
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The Galerkin method beats Graph-Based Approaches for Spectral Algorithms
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:451-459
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Online Distribution Learning with Local Privacy Constraints
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:460-468
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Minimax optimal density estimation using a shallow generative model with a one-dimensional latent variable
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:469-477
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Delegating Data Collection in Decentralized Machine Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:478-486
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Adaptive Compression in Federated Learning via Side Information
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:487-495
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Adaptive Batch Sizes for Active Learning: A Probabilistic Numerics Approach
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:496-504
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Looping in the Human: Collaborative and Explainable Bayesian Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:505-513
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Efficient Quantum Agnostic Improper Learning of Decision Trees
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:514-522
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Meta Learning in Bandits within shared affine Subspaces
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:523-531
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VEC-SBM: Optimal Community Detection with Vectorial Edges Covariates
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:532-540
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Robust Offline Reinforcement Learning with Heavy-Tailed Rewards
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:541-549
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The Risks of Recourse in Binary Classification
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:550-558
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Prior-dependent analysis of posterior sampling reinforcement learning with function approximation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:559-567
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Graph Partitioning with a Move Budget
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:568-576
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On Ranking-based Tests of Independence
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:577-585
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Structured Transforms Across Spaces with Cost-Regularized Optimal Transport
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:586-594
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Leveraging Ensemble Diversity for Robust Self-Training in the Presence of Sample Selection Bias
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:595-603
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Clustering Items From Adaptively Collected Inconsistent Feedback
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:604-612
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Compression with Exact Error Distribution for Federated Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:613-621
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Deep anytime-valid hypothesis testing
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:622-630
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Federated Linear Contextual Bandits with Heterogeneous Clients
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:631-639
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LEDetection: A Simple Framework for Semi-Supervised Few-Shot Object Detection
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:640-648
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AsGrad: A Sharp Unified Analysis of Asynchronous-SGD Algorithms
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:649-657
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Directional Optimism for Safe Linear Bandits
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:658-666
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Theory-guided Message Passing Neural Network for Probabilistic Inference
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:667-675
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Understanding Generalization of Federated Learning via Stability: Heterogeneity Matters
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:676-684
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Mechanics of Next Token Prediction with Self-Attention
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:685-693
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Generalization Bounds of Nonconvex-(Strongly)-Concave Stochastic Minimax Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:694-702
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TransFusion: Covariate-Shift Robust Transfer Learning for High-Dimensional Regression
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:703-711
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Fusing Individualized Treatment Rules Using Secondary Outcomes
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:712-720
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Exploration via linearly perturbed loss minimisation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:721-729
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Proximal Causal Inference for Synthetic Control with Surrogates
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:730-738
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Reparameterized Variational Rejection Sampling
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:739-747
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E(3)-Equivariant Mesh Neural Networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:748-756
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A General Algorithm for Solving Rank-one Matrix Sensing
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:757-765
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Oracle-Efficient Pessimism: Offline Policy Optimization In Contextual Bandits
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:766-774
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The Solution Path of SLOPE
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:775-783
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Lower-level Duality Based Reformulation and Majorization Minimization Algorithm for Hyperparameter Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:784-792
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A Unified Framework for Discovering Discrete Symmetries
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:793-801
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Recovery Guarantees for Distributed-OMP
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:802-810
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Asymptotic Characterisation of the Performance of Robust Linear Regression in the Presence of Outliers
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:811-819
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Riemannian Laplace Approximation with the Fisher Metric
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:820-828
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Beyond Bayesian Model Averaging over Paths in Probabilistic Programs with Stochastic Support
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:829-837
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Sharp error bounds for imbalanced classification: how many examples in the minority class?
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:838-846
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Making Better Use of Unlabelled Data in Bayesian Active Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:847-855
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Breaking the Heavy-Tailed Noise Barrier in Stochastic Optimization Problems
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:856-864
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Multi-Domain Causal Representation Learning via Weak Distributional Invariances
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:865-873
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Unsupervised Novelty Detection in Pretrained Representation Space with Locally Adapted Likelihood Ratio
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:874-882
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Adaptive Quasi-Newton and Anderson Acceleration Framework with Explicit Global (Accelerated) Convergence Rates
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:883-891
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BOBA: Byzantine-Robust Federated Learning with Label Skewness
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:892-900
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A White-Box False Positive Adversarial Attack Method on Contrastive Loss Based Offline Handwritten Signature Verification Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:901-909
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Categorical Generative Model Evaluation via Synthetic Distribution Coarsening
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:910-918
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Monitoring machine learning-based risk prediction algorithms in the presence of performativity
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:919-927
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Learning-Based Algorithms for Graph Searching Problems
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:928-936
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Autoregressive Bandits
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:937-945
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DeepFDR: A Deep Learning-based False Discovery Rate Control Method for Neuroimaging Data
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:946-954
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Enhancing Hypergradients Estimation: A Study of Preconditioning and Reparameterization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:955-963
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MINTY: Rule-based models that minimize the need for imputing features with missing values
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:964-972
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Multi-Dimensional Hyena for Spatial Inductive Bias
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:973-981
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Graph Machine Learning through the Lens of Bilevel Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:982-990
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Robust Sparse Voting
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:991-999
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Data-Efficient Contrastive Language-Image Pretraining: Prioritizing Data Quality over Quantity
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1000-1008
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Efficient Low-Dimensional Compression of Overparameterized Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1009-1017
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Data-Adaptive Probabilistic Likelihood Approximation for Ordinary Differential Equations
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1018-1026
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Fairness in Submodular Maximization over a Matroid Constraint
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1027-1035
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Unified Transfer Learning in High-Dimensional Linear Regression
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1036-1044
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Hidden yet quantifiable: A lower bound for confounding strength using randomized trials
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1045-1053
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Towards Achieving Sub-linear Regret and Hard Constraint Violation in Model-free RL
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1054-1062
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Distributionally Robust Quickest Change Detection using Wasserstein Uncertainty Sets
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1063-1071
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Quantifying Uncertainty in Natural Language Explanations of Large Language Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1072-1080
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Submodular Minimax Optimization: Finding Effective Sets
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1081-1089
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Effect of Ambient-Intrinsic Dimension Gap on Adversarial Vulnerability
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1090-1098
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Information-theoretic Analysis of Bayesian Test Data Sensitivity
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1099-1107
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Scalable Algorithms for Individual Preference Stable Clustering
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1108-1116
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Orthogonal Gradient Boosting for Simpler Additive Rule Ensembles
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1117-1125
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When No-Rejection Learning is Consistent for Regression with Rejection
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1126-1134
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Filter, Rank, and Prune: Learning Linear Cyclic Gaussian Graphical Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1135-1143
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Robust variance-regularized risk minimization with concomitant scaling
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1144-1152
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Fast and Adversarial Robust Kernelized SDU Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1153-1161
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Learning Sampling Policy to Achieve Fewer Queries for Zeroth-Order Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1162-1170
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Efficient Graph Laplacian Estimation by Proximal Newton
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1171-1179
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Adaptive Experiment Design with Synthetic Controls
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1180-1188
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Online non-parametric likelihood-ratio estimation by Pearson-divergence functional minimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1189-1197
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Uncertainty Matters: Stable Conclusions under Unstable Assessment of Fairness Results
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1198-1206
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Communication Compression for Byzantine Robust Learning: New Efficient Algorithms and Improved Rates
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1207-1215
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Best-of-Both-Worlds Algorithms for Linear Contextual Bandits
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1216-1224
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Fixed-Budget Real-Valued Combinatorial Pure Exploration of Multi-Armed Bandit
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1225-1233
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Scalable Learning of Item Response Theory Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1234-1242
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Corruption-Robust Offline Two-Player Zero-Sum Markov Games
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1243-1251
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Risk Seeking Bayesian Optimization under Uncertainty for Obtaining Extremum
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1252-1260
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Quantized Fourier and Polynomial Features for more Expressive Tensor Network Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1261-1269
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Fair Soft Clustering
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1270-1278
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Simulation-Free Schrödinger Bridges via Score and Flow Matching
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1279-1287
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Generating and Imputing Tabular Data via Diffusion and Flow-based Gradient-Boosted Trees
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1288-1296
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Gaussian process regression with Sliced Wasserstein Weisfeiler-Lehman graph kernels
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1297-1305
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Intrinsic Gaussian Vector Fields on Manifolds
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1306-1314
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A Unifying Variational Framework for Gaussian Process Motion Planning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1315-1323
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MMD-based Variable Importance for Distributional Random Forest
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1324-1332
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Efficiently Computable Safety Bounds for Gaussian Processes in Active Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1333-1341
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Federated Learning For Heterogeneous Electronic Health Records Utilising Augmented Temporal Graph Attention Networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1342-1350
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Adaptive Discretization for Event PredicTion (ADEPT)
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1351-1359
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Generalization Bounds for Label Noise Stochastic Gradient Descent
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1360-1368
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Adaptive Parametric Prototype Learning for Cross-Domain Few-Shot Classification
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1369-1377
;[abs][Download PDF]
Analyzing Explainer Robustness via Probabilistic Lipschitzness of Prediction Functions
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1378-1386
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Importance Matching Lemma for Lossy Compression with Side Information
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1387-1395
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Certified private data release for sparse Lipschitz functions
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1396-1404
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Sequence Length Independent Norm-Based Generalization Bounds for Transformers
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1405-1413
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Subsampling Error in Stochastic Gradient Langevin Diffusions
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1414-1422
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Analysis of Privacy Leakage in Federated Large Language Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1423-1431
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Exploring the Power of Graph Neural Networks in Solving Linear Optimization Problems
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1432-1440
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Cross-model Mutual Learning for Exemplar-based Medical Image Segmentation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1441-1449
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Online Calibrated and Conformal Prediction Improves Bayesian Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1450-1458
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Offline Policy Evaluation and Optimization Under Confounding
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1459-1467
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Confident Feature Ranking
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1468-1476
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Central Limit Theorem for Two-Timescale Stochastic Approximation with Markovian Noise: Theory and Applications
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1477-1485
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Taming False Positives in Out-of-Distribution Detection with Human Feedback
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1486-1494
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On the Privacy of Selection Mechanisms with Gaussian Noise
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1495-1503
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Transductive conformal inference with adaptive scores
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1504-1512
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Learning Latent Partial Matchings with Gumbel-IPF Networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1513-1521
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On Counterfactual Metrics for Social Welfare: Incentives, Ranking, and Information Asymmetry
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1522-1530
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Data-Driven Online Model Selection With Regret Guarantees
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1531-1539
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Integrating Uncertainty Awareness into Conformalized Quantile Regression
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1540-1548
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On the Expected Size of Conformal Prediction Sets
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1549-1557
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Estimation of partially known Gaussian graphical models with score-based structural priors
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1558-1566
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Model-Based Best Arm Identification for Decreasing Bandits
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1567-1575
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Thompson Sampling Itself is Differentially Private
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1576-1584
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A/B Testing and Best-arm Identification for Linear Bandits with Robustness to Non-stationarity
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1585-1593
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Fair Supervised Learning with A Simple Random Sampler of Sensitive Attributes
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1594-1602
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Absence of spurious solutions far from ground truth: A low-rank analysis with high-order losses
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1603-1611
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FedFisher: Leveraging Fisher Information for One-Shot Federated Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1612-1620
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Causal Discovery under Off-Target Interventions
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1621-1629
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Feasible $Q$-Learning for Average Reward Reinforcement Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1630-1638
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Joint control variate for faster black-box variational inference
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1639-1647
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Adaptivity of Diffusion Models to Manifold Structures
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1648-1656
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Conformalized Deep Splines for Optimal and Efficient Prediction Sets
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1657-1665
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Accuracy-Preserving Calibration via Statistical Modeling on Probability Simplex
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1666-1674
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Smoothness-Adaptive Dynamic Pricing with Nonparametric Demand Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1675-1683
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Optimal Exploration is no harder than Thompson Sampling
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1684-1692
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Sample Complexity Characterization for Linear Contextual MDPs
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1693-1701
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Sample-Efficient Personalization: Modeling User Parameters as Low Rank Plus Sparse Components
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1702-1710
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Queuing dynamics of asynchronous Federated Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1711-1719
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Learning Populations of Preferences via Pairwise Comparison Queries
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1720-1728
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A Neural Architecture Predictor based on GNN-Enhanced Transformer
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1729-1737
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Efficient Neural Architecture Design via Capturing Architecture-Performance Joint Distribution
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1738-1746
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Analysis of Using Sigmoid Loss for Contrastive Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1747-1755
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Robust Data Clustering with Outliers via Transformed Tensor Low-Rank Representation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1756-1764
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Robust SVD Made Easy: A fast and reliable algorithm for large-scale data analysis
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1765-1773
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Regret Bounds for Risk-sensitive Reinforcement Learning with Lipschitz Dynamic Risk Measures
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1774-1782
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Neural Additive Models for Location Scale and Shape: A Framework for Interpretable Neural Regression Beyond the Mean
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1783-1791
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On The Temporal Domain of Differential Equation Inspired Graph Neural Networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1792-1800
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Diagonalisation SGD: Fast & Convergent SGD for Non-Differentiable Models via Reparameterisation and Smoothing
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1801-1809
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Tuning-Free Maximum Likelihood Training of Latent Variable Models via Coin Betting
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1810-1818
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Bayesian Semi-structured Subspace Inference
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1819-1827
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CAD-DA: Controllable Anomaly Detection after Domain Adaptation by Statistical Inference
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1828-1836
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Provable local learning rule by expert aggregation for a Hawkes network
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1837-1845
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Multitask Online Learning: Listen to the Neighborhood Buzz
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1846-1854
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Structural perspective on constraint-based learning of Markov networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1855-1863
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DAGnosis: Localized Identification of Data Inconsistencies using Structures
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1864-1872
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Bures-Wasserstein Means of Graphs
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1873-1881
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Time to Cite: Modeling Citation Networks using the Dynamic Impact Single-Event Embedding Model
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1882-1890
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Extended Deep Adaptive Input Normalization for Preprocessing Time Series Data for Neural Networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1891-1899
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Restricted Isometry Property of Rank-One Measurements with Random Unit-Modulus Vectors
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1900-1908
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Variational Gaussian Process Diffusion Processes
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1909-1917
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Positivity-free Policy Learning with Observational Data
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1918-1926
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Causal Modeling with Stationary Diffusions
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1927-1935
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Learning Dynamics in Linear VAE: Posterior Collapse Threshold, Superfluous Latent Space Pitfalls, and Speedup with KL Annealing
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1936-1944
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A 4-Approximation Algorithm for Min Max Correlation Clustering
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1945-1953
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Ethics in Action: Training Reinforcement Learning Agents for Moral Decision-making In Text-based Adventure Games
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1954-1962
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Interpretability Guarantees with Merlin-Arthur Classifiers
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1963-1971
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Classifier Calibration with ROC-Regularized Isotonic Regression
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1972-1980
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Scalable Meta-Learning with Gaussian Processes
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1981-1989
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An Efficient Stochastic Algorithm for Decentralized Nonconvex-Strongly-Concave Minimax Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1990-1998
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Vector Quantile Regression on Manifolds
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:1999-2007
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Near-Optimal Convex Simple Bilevel Optimization with a Bisection Method
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2008-2016
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Tackling the XAI Disagreement Problem with Regional Explanations
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2017-2025
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Training Implicit Generative Models via an Invariant Statistical Loss
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2026-2034
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RL in Markov Games with Independent Function Approximation: Improved Sample Complexity Bound under the Local Access Model
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2035-2043
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Convergence to Nash Equilibrium and No-regret Guarantee in (Markov) Potential Games
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2044-2052
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GmGM: a fast multi-axis Gaussian graphical model
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2053-2061
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On Convergence in Wasserstein Distance and f-divergence Minimization Problems
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2062-2070
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Sparse and Faithful Explanations Without Sparse Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2071-2079
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Extragradient Type Methods for Riemannian Variational Inequality Problems
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2080-2088
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Learning Sparse Codes with Entropy-Based ELBOs
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2089-2097
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Near Optimal Adversarial Attacks on Stochastic Bandits and Defenses with Smoothed Responses
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2098-2106
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Robust Approximate Sampling via Stochastic Gradient Barker Dynamics
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2107-2115
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Solving General Noisy Inverse Problem via Posterior Sampling: A Policy Gradient Viewpoint
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2116-2124
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Enhancing Distributional Stability among Sub-populations
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2125-2133
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Safe and Interpretable Estimation of Optimal Treatment Regimes
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2134-2142
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Probabilistic Integral Circuits
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2143-2151
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Learning Extensive-Form Perfect Equilibria in Two-Player Zero-Sum Sequential Games
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2152-2160
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Understanding Progressive Training Through the Framework of Randomized Coordinate Descent
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2161-2169
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Multiclass Learning from Noisy Labels for Non-decomposable Performance Measures
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2170-2178
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On the Theoretical Expressive Power and the Design Space of Higher-Order Graph Transformers
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2179-2187
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Quantifying intrinsic causal contributions via structure preserving interventions
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2188-2196
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Free-form Flows: Make Any Architecture a Normalizing Flow
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2197-2205
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Efficient Model-Based Concave Utility Reinforcement Learning through Greedy Mirror Descent
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2206-2214
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Online learning in bandits with predicted context
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2215-2223
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Optimising Distributions with Natural Gradient Surrogates
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2224-2232
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Monotone Operator Theory-Inspired Message Passing for Learning Long-Range Interaction on Graphs
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2233-2241
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Agnostic Multi-Robust Learning using ERM
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2242-2250
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GRAWA: Gradient-based Weighted Averaging for Distributed Training of Deep Learning Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2251-2259
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Failures and Successes of Cross-Validation for Early-Stopped Gradient Descent
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2260-2268
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Imposing Fairness Constraints in Synthetic Data Generation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2269-2277
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Learning a Fourier Transform for Linear Relative Positional Encodings in Transformers
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2278-2286
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Backward Filtering Forward Deciding in Linear Non-Gaussian State Space Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2287-2295
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MIM-Reasoner: Learning with Theoretical Guarantees for Multiplex Influence Maximization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2296-2304
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A Doubly Robust Approach to Sparse Reinforcement Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2305-2313
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General Identifiability and Achievability for Causal Representation Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2314-2322
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Sum-max Submodular Bandits
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2323-2331
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Stochastic Approximation with Biased MCMC for Expectation Maximization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2332-2340
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EM for Mixture of Linear Regression with Clustered Data
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2341-2349
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Analysis of Kernel Mirror Prox for Measure Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2350-2358
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Implicit Regularization in Deep Tucker Factorization: Low-Rankness via Structured Sparsity
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2359-2367
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Simulating weighted automata over sequences and trees with transformers
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2368-2376
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Approximate Leave-one-out Cross Validation for Regression with $\ell_1$ Regularizers
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2377-2385
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Learning Safety Constraints from Demonstrations with Unknown Rewards
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2386-2394
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Online Learning in Contextual Second-Price Pay-Per-Click Auctions
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2395-2403
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Joint Selection: Adaptively Incorporating Public Information for Private Synthetic Data
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2404-2412
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Equation Discovery with Bayesian Spike-and-Slab Priors and Efficient Kernels
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2413-2421
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An Impossibility Theorem for Node Embedding
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2422-2430
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Mixed variational flows for discrete variables
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2431-2439
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Multi-Resolution Active Learning of Fourier Neural Operators
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2440-2448
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Functional Graphical Models: Structure Enables Offline Data-Driven Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2449-2457
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Federated Experiment Design under Distributed Differential Privacy
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2458-2466
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Optimal Zero-Shot Detector for Multi-Armed Attacks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2467-2475
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Towards Costless Model Selection in Contextual Bandits: A Bias-Variance Perspective
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2476-2484
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Conformal Contextual Robust Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2485-2493
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Learning Adaptive Kernels for Statistical Independence Tests
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2494-2502
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Lexicographic Optimization: Algorithms and Stability
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2503-2511
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Can Probabilistic Feedback Drive User Impacts in Online Platforms?
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2512-2520
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Learning Cartesian Product Graphs with Laplacian Constraints
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2521-2529
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Minimizing Convex Functionals over Space of Probability Measures via KL Divergence Gradient Flow
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2530-2538
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Bayesian Online Learning for Consensus Prediction
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2539-2547
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Bandit Pareto Set Identification: the Fixed Budget Setting
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2548-2556
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Efficient Data Shapley for Weighted Nearest Neighbor Algorithms
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2557-2565
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Surrogate Bayesian Networks for Approximating Evolutionary Games
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2566-2574
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BlockBoost: Scalable and Efficient Blocking through Boosting
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2575-2583
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Continual Domain Adversarial Adaptation via Double-Head Discriminators
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2584-2592
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Maximum entropy GFlowNets with soft Q-learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2593-2601
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Near-Optimal Pure Exploration in Matrix Games: A Generalization of Stochastic Bandits & Dueling Bandits
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2602-2610
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Accelerating Approximate Thompson Sampling with Underdamped Langevin Monte Carlo
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2611-2619
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Large-Scale Gaussian Processes via Alternating Projection
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2620-2628
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Achieving Group Distributional Robustness and Minimax Group Fairness with Interpolating Classifiers
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2629-2637
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Graph fission and cross-validation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2638-2646
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Graph Pruning for Enumeration of Minimal Unsatisfiable Subsets
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2647-2655
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Nonparametric Automatic Differentiation Variational Inference with Spline Approximation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2656-2664
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Strategic Usage in a Multi-Learner Setting
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2665-2673
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On Parameter Estimation in Deviated Gaussian Mixture of Experts
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2674-2682
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Towards Convergence Rates for Parameter Estimation in Gaussian-gated Mixture of Experts
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2683-2691
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PrIsing: Privacy-Preserving Peer Effect Estimation via Ising Model
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2692-2700
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Escaping Saddle Points in Heterogeneous Federated Learning via Distributed SGD with Communication Compression
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2701-2709
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From Coupled Oscillators to Graph Neural Networks: Reducing Over-smoothing via a Kuramoto Model-based Approach
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2710-2718
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Distributionally Robust Off-Dynamics Reinforcement Learning: Provable Efficiency with Linear Function Approximation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2719-2727
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Invariant Aggregator for Defending against Federated Backdoor Attacks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2728-2736
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Policy Evaluation for Reinforcement Learning from Human Feedback: A Sample Complexity Analysis
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2737-2745
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Stochastic Approximation with Delayed Updates: Finite-Time Rates under Markovian Sampling
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2746-2754
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Privacy-Preserving Decentralized Actor-Critic for Cooperative Multi-Agent Reinforcement Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2755-2763
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On the Model-Misspecification in Reinforcement Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2764-2772
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Any-dimensional equivariant neural networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2773-2781
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Conditional Adjustment in a Markov Equivalence Class
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2782-2790
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Learning to Solve the Constrained Most Probable Explanation Task in Probabilistic Graphical Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2791-2799
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Adaptive and non-adaptive minimax rates for weighted Laplacian-Eigenmap based nonparametric regression
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2800-2808
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Privacy-Constrained Policies via Mutual Information Regularized Policy Gradients
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2809-2817
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Deep Dependency Networks and Advanced Inference Schemes for Multi-Label Classification
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2818-2826
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Near-optimal Per-Action Regret Bounds for Sleeping Bandits
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2827-2835
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Electronic Medical Records Assisted Digital Clinical Trial Design
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2836-2844
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Multivariate Time Series Forecasting By Graph Attention Networks With Theoretical Guarantees
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2845-2853
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Online Bilevel Optimization: Regret Analysis of Online Alternating Gradient Methods
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2854-2862
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End-to-end Feature Selection Approach for Learning Skinny Trees
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2863-2871
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Contextual Directed Acyclic Graphs
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2872-2880
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Conformalized Semi-supervised Random Forest for Classification and Abnormality Detection
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2881-2889
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Multi-Level Symbolic Regression: Function Structure Learning for Multi-Level Data
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2890-2898
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Non-Convex Joint Community Detection and Group Synchronization via Generalized Power Method
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2899-2907
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Fast Minimization of Expected Logarithmic Loss via Stochastic Dual Averaging
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2908-2916
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Discriminant Distance-Aware Representation on Deterministic Uncertainty Quantification Methods
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2917-2925
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Estimating treatment effects from single-arm trials via latent-variable modeling
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2926-2934
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Unveiling Latent Causal Rules: A Temporal Point Process Approach for Abnormal Event Explanation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2935-2943
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Online Learning of Decision Trees with Thompson Sampling
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2944-2952
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Identifying Spurious Biases Early in Training through the Lens of Simplicity Bias
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2953-2961
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SPEED: Experimental Design for Policy Evaluation in Linear Heteroscedastic Bandits
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2962-2970
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Spectrum Extraction and Clipping for Implicitly Linear Layers
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2971-2979
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Pessimistic Off-Policy Multi-Objective Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2980-2988
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Faithful graphical representations of local independence
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2989-2997
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Density-Regression: Efficient and Distance-aware Deep Regressor for Uncertainty Estimation under Distribution Shifts
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:2998-3006
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Leveraging PAC-Bayes Theory and Gibbs Distributions for Generalization Bounds with Complexity Measures
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3007-3015
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On the connection between Noise-Contrastive Estimation and Contrastive Divergence
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3016-3024
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Reward-Relevance-Filtered Linear Offline Reinforcement Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3025-3033
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Preventing Arbitrarily High Confidence on Far-Away Data in Point-Estimated Discriminative Neural Networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3034-3042
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Stochastic Multi-Armed Bandits with Strongly Reward-Dependent Delays
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3043-3051
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A Greedy Approximation for k-Determinantal Point Processes
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3052-3060
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Improved Algorithm for Adversarial Linear Mixture MDPs with Bandit Feedback and Unknown Transition
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3061-3069
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Learning the Pareto Set Under Incomplete Preferences: Pure Exploration in Vector Bandits
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3070-3078
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The Relative Gaussian Mechanism and its Application to Private Gradient Descent
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3079-3087
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Euclidean, Projective, Conformal: Choosing a Geometric Algebra for Equivariant Transformers
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3088-3096
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Improved Sample Complexity Analysis of Natural Policy Gradient Algorithm with General Parameterization for Infinite Horizon Discounted Reward Markov Decision Processes
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3097-3105
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Learning Fair Division from Bandit Feedback
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3106-3114
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Optimal Transport for Measures with Noisy Tree Metric
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3115-3123
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Causally Inspired Regularization Enables Domain General Representations
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3124-3132
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Probabilistic Calibration by Design for Neural Network Regression
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3133-3141
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Multi-Agent Learning in Contextual Games under Unknown Constraints
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3142-3150
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A Scalable Algorithm for Individually Fair k-Means Clustering
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3151-3159
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Approximate Control for Continuous-Time POMDPs
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3160-3168
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Offline Primal-Dual Reinforcement Learning for Linear MDPs
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3169-3177
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Fixed-kinetic Neural Hamiltonian Flows for enhanced interpretability and reduced complexity
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3178-3186
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Learning Unknown Intervention Targets in Structural Causal Models from Heterogeneous Data
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3187-3195
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XB-MAML: Learning Expandable Basis Parameters for Effective Meta-Learning with Wide Task Coverage
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3196-3204
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General Tail Bounds for Non-Smooth Stochastic Mirror Descent
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3205-3213
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Symmetric Equilibrium Learning of VAEs
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3214-3222
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On Feynman-Kac training of partial Bayesian neural networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3223-3231
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No-Regret Algorithms for Safe Bayesian Optimization with Monotonicity Constraints
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3232-3240
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Learning multivariate temporal point processes via the time-change theorem
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3241-3249
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Model-based Policy Optimization under Approximate Bayesian Inference
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3250-3258
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SDMTR: A Brain-inspired Transformer for Relation Inference
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3259-3267
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Directed Hypergraph Representation Learning for Link Prediction
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3268-3276
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Formal Verification of Unknown Stochastic Systems via Non-parametric Estimation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3277-3285
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Variational Resampling
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3286-3294
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Implicit Bias in Noisy-SGD: With Applications to Differentially Private Training
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3295-3303
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Training a Tucker Model With Shared Factors: a Riemannian Optimization Approach
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3304-3312
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Don’t Be Pessimistic Too Early: Look K Steps Ahead!
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3313-3321
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How does GPT-2 Predict Acronyms? Extracting and Understanding a Circuit via Mechanistic Interpretability
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3322-3330
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Identifiable Feature Learning for Spatial Data with Nonlinear ICA
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3331-3339
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Interpretable Causal Inference for Analyzing Wearable, Sensor, and Distributional Data
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3340-3348
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Score Operator Newton transport
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3349-3357
;[abs][Download PDF][Software]
ALAS: Active Learning for Autoconversion Rates Prediction from Satellite Data
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3358-3366
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Optimal Budgeted Rejection Sampling for Generative Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3367-3375
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Posterior Uncertainty Quantification in Neural Networks using Data Augmentation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3376-3384
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DHMConv: Directed Hypergraph Momentum Convolution Framework
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3385-3393
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From Data Imputation to Data Cleaning — Automated Cleaning of Tabular Data Improves Downstream Predictive Performance
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3394-3402
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Discriminator Guidance for Autoregressive Diffusion Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3403-3411
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Resilient Constrained Reinforcement Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3412-3420
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On-Demand Federated Learning for Arbitrary Target Class Distributions
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3421-3429
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DiffRed: Dimensionality reduction guided by stable rank
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3430-3438
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Data-Driven Confidence Intervals with Optimal Rates for the Mean of Heavy-Tailed Distributions
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3439-3447
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Communication-Efficient Federated Learning With Data and Client Heterogeneity
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3448-3456
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SIFU: Sequential Informed Federated Unlearning for Efficient and Provable Client Unlearning in Federated Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3457-3465
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Consistent and Asymptotically Unbiased Estimation of Proper Calibration Errors
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3466-3474
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Learning to Defer to a Population: A Meta-Learning Approach
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3475-3483
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Trigonometric Quadrature Fourier Features for Scalable Gaussian Process Regression
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3484-3492
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Taming Nonconvex Stochastic Mirror Descent with General Bregman Divergence
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3493-3501
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Cylindrical Thompson Sampling for High-Dimensional Bayesian Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3502-3510
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On learning history-based policies for controlling Markov decision processes
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3511-3519
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SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3520-3528
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Dynamic Inter-treatment Information Sharing for Individualized Treatment Effects Estimation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3529-3537
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Benefits of Non-Linear Scale Parameterizations in Black Box Variational Inference through Smoothness Results and Gradient Variance Bounds
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3538-3546
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Length independent PAC-Bayes bounds for Simple RNNs
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3547-3555
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Leveraging Continuous Time to Understand Momentum When Training Diagonal Linear Networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3556-3564
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Why is parameter averaging beneficial in SGD? An objective smoothing perspective
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3565-3573
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Identification and Estimation of “Causes of Effects” using Covariate-Mediator Information
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3574-3582
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Sequential learning of the Pareto front for multi-objective bandits
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3583-3591
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Equivalence Testing: The Power of Bounded Adaptivity
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3592-3600
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Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form Equations
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3601-3609
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On the estimation of persistence intensity functions and linear representations of persistence diagrams
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3610-3618
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Optimal estimation of Gaussian (poly)trees
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3619-3627
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Approximate Bayesian Class-Conditional Models under Continuous Representation Shift
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3628-3636
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Dissimilarity Bandits
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3637-3645
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Consistent Optimal Transport with Empirical Conditional Measures
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3646-3654
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On the Impact of Overparameterization on the Training of a Shallow Neural Network in High Dimensions
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3655-3663
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Mixed Models with Multiple Instance Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3664-3672
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Horizon-Free and Instance-Dependent Regret Bounds for Reinforcement Learning with General Function Approximation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3673-3681
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Stochastic Extragradient with Random Reshuffling: Improved Convergence for Variational Inequalities
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3682-3690
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Inconsistency of Cross-Validation for Structure Learning in Gaussian Graphical Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3691-3699
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Differentially Private Conditional Independence Testing
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3700-3708
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Minimax Excess Risk of First-Order Methods for Statistical Learning with Data-Dependent Oracles
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3709-3717
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On the Nyström Approximation for Preconditioning in Kernel Machines
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3718-3726
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Learning to Rank for Optimal Treatment Allocation Under Resource Constraints
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3727-3735
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Fair Machine Unlearning: Data Removal while Mitigating Disparities
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3736-3744
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On the Effect of Key Factors in Spurious Correlation: A theoretical Perspective
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3745-3753
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Hodge-Compositional Edge Gaussian Processes
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3754-3762
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Manifold-Aligned Counterfactual Explanations for Neural Networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3763-3771
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Fast and Accurate Estimation of Low-Rank Matrices from Noisy Measurements via Preconditioned Non-Convex Gradient Descent
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3772-3780
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LP-based Construction of DC Decompositions for Efficient Inference of Markov Random Fields
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3781-3789
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On the Misspecification of Linear Assumptions in Synthetic Controls
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3790-3798
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The sample complexity of ERMs in stochastic convex optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3799-3807
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Cousins Of The Vendi Score: A Family Of Similarity-Based Diversity Metrics For Science And Machine Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3808-3816
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On cyclical MCMC sampling
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3817-3825
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FairRR: Pre-Processing for Group Fairness through Randomized Response
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3826-3834
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Fitting ARMA Time Series Models without Identification: A Proximal Approach
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3835-3843
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Unsupervised Change Point Detection in Multivariate Time Series
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3844-3852
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Proving Linear Mode Connectivity of Neural Networks via Optimal Transport
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3853-3861
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Multi-objective Optimization via Wasserstein-Fisher-Rao Gradient Flow
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3862-3870
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Adaptive importance sampling for heavy-tailed distributions via $α$-divergence minimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3871-3879
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A Bayesian Learning Algorithm for Unknown Zero-sum Stochastic Games with an Arbitrary Opponent
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3880-3888
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Near-Optimal Policy Optimization for Correlated Equilibrium in General-Sum Markov Games
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3889-3897
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Multi-Agent Bandit Learning through Heterogeneous Action Erasure Channels
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3898-3906
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Efficient Variational Sequential Information Control
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3907-3915
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Conditions on Preference Relations that Guarantee the Existence of Optimal Policies
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3916-3924
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Membership Testing in Markov Equivalence Classes via Independence Queries
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3925-3933
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Functional Flow Matching
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3934-3942
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Learning Under Random Distributional Shifts
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3943-3951
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Supervised Feature Selection via Ensemble Gradient Information from Sparse Neural Networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3952-3960
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Proxy Methods for Domain Adaptation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3961-3969
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Contextual Bandits with Budgeted Information Reveal
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3970-3978
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Timing as an Action: Learning When to Observe and Act
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3979-3987
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Stochastic Smoothed Gradient Descent Ascent for Federated Minimax Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3988-3996
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Online multiple testing with e-values
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:3997-4005
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Informative Path Planning with Limited Adaptivity
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4006-4014
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How Good is a Single Basin?
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4015-4023
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Independent Learning in Constrained Markov Potential Games
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4024-4032
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NoisyMix: Boosting Model Robustness to Common Corruptions
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4033-4041
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Holographic Global Convolutional Networks for Long-Range Prediction Tasks in Malware Detection
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4042-4050
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On the (In)feasibility of ML Backdoor Detection as an Hypothesis Testing Problem
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4051-4059
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Acceleration and Implicit Regularization in Gaussian Phase Retrieval
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4060-4068
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Low-rank MDPs with Continuous Action Spaces
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4069-4077
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Deep Learning-Based Alternative Route Computation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4078-4086
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An Analytic Solution to Covariance Propagation in Neural Networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4087-4095
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On the Vulnerability of Fairness Constrained Learning to Malicious Noise
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4096-4104
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Uncertainty-aware Continuous Implicit Neural Representations for Remote Sensing Object Counting
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4105-4113
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Think Global, Adapt Local: Learning Locally Adaptive K-Nearest Neighbor Kernel Density Estimators
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4114-4122
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Stochastic Methods in Variational Inequalities: Ergodicity, Bias and Refinements
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4123-4131
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Self-Compatibility: Evaluating Causal Discovery without Ground Truth
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4132-4140
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Equivariant bootstrapping for uncertainty quantification in imaging inverse problems
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4141-4149
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Private Learning with Public Features
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4150-4158
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An Improved Algorithm for Learning Drifting Discrete Distributions
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4159-4167
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Towards a Complete Benchmark on Video Moment Localization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4168-4176
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Efficient Reinforcement Learning for Routing Jobs in Heterogeneous Queueing Systems
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4177-4185
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Sinkhorn Flow as Mirror Flow: A Continuous-Time Framework for Generalizing the Sinkhorn Algorithm
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4186-4194
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SADI: Similarity-Aware Diffusion Model-Based Imputation for Incomplete Temporal EHR Data
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4195-4203
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Weight-Sharing Regularization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4204-4212
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Generative Flow Networks as Entropy-Regularized RL
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4213-4221
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Multi-resolution Time-Series Transformer for Long-term Forecasting
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4222-4230
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First Passage Percolation with Queried Hints
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4231-4239
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User-level Differentially Private Stochastic Convex Optimization: Efficient Algorithms with Optimal Rates
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4240-4248
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The Effective Number of Shared Dimensions Between Paired Datasets
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4249-4257
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DE-HNN: An effective neural model for Circuit Netlist representation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4258-4266
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Simulation-Based Stacking
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4267-4275
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Towards Practical Non-Adversarial Distribution Matching
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4276-4284
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Benchmarking Observational Studies with Experimental Data under Right-Censoring
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4285-4293
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Asynchronous Randomized Trace Estimation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4294-4302
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Computing epidemic metrics with edge differential privacy
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4303-4311
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Sequential Monte Carlo for Inclusive KL Minimization in Amortized Variational Inference
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4312-4320
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Anytime-Constrained Reinforcement Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4321-4329
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Tensor-view Topological Graph Neural Network
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4330-4338
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Auditing Fairness under Unobserved Confounding
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4339-4347
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Consistency of Dictionary-Based Manifold Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4348-4356
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Probabilistic Modeling for Sequences of Sets in Continuous-Time
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4357-4365
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Causal Q-Aggregation for CATE Model Selection
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4366-4374
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Self-Supervised Quantization-Aware Knowledge Distillation
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4375-4383
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FALCON: FLOP-Aware Combinatorial Optimization for Neural Network Pruning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4384-4392
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The effect of Leaky ReLUs on the training and generalization of overparameterized networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4393-4401
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Decentralized Multi-Level Compositional Optimization Algorithms with Level-Independent Convergence Rate
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4402-4410
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Krylov Cubic Regularized Newton: A Subspace Second-Order Method with Dimension-Free Convergence Rate
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4411-4419
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Sampling-based Safe Reinforcement Learning for Nonlinear Dynamical Systems
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4420-4428
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Soft-constrained Schrödinger Bridge: a Stochastic Control Approach
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4429-4437
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Coreset Markov chain Monte Carlo
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4438-4446
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A General Theoretical Paradigm to Understand Learning from Human Preferences
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4447-4455
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Policy Learning for Localized Interventions from Observational Data
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4456-4464
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Understanding the Generalization Benefits of Late Learning Rate Decay
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4465-4473
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Improved Regret Bounds of (Multinomial) Logistic Bandits via Regret-to-Confidence-Set Conversion
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4474-4482
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Near-Interpolators: Rapid Norm Growth and the Trade-Off between Interpolation and Generalization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4483-4491
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Identifiability of Product of Experts Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4492-4500
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Gibbs-Based Information Criteria and the Over-Parameterized Regime
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4501-4509
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Improving Robustness via Tilted Exponential Layer: A Communication-Theoretic Perspective
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4510-4518
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On the Generalization Ability of Unsupervised Pretraining
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4519-4527
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Non-vacuous Generalization Bounds for Adversarial Risk in Stochastic Neural Networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4528-4536
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BLIS-Net: Classifying and Analyzing Signals on Graphs
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4537-4545
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Think Before You Duel: Understanding Complexities of Preference Learning under Constrained Resources
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4546-4554
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Fast Fourier Bayesian Quadrature
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4555-4563
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Bounding Box-based Multi-objective Bayesian Optimization of Risk Measures under Input Uncertainty
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4564-4572
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To Pool or Not To Pool: Analyzing the Regularizing Effects of Group-Fair Training on Shared Models
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4573-4581
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Two Birds with One Stone: Enhancing Uncertainty Quantification and Interpretability with Graph Functional Neural Process
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4582-4590
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Sample Efficient Learning of Factored Embeddings of Tensor Fields
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4591-4599
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autoMALA: Locally adaptive Metropolis-adjusted Langevin algorithm
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4600-4608
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Causal Bandits with General Causal Models and Interventions
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4609-4617
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Surrogate Active Subspaces for Jump-Discontinuous Functions
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4618-4626
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Complexity of Single Loop Algorithms for Nonlinear Programming with Stochastic Objective and Constraints
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4627-4635
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Information Theoretically Optimal Sample Complexity of Learning Dynamical Directed Acyclic Graphs
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4636-4644
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Pathwise Explanation of ReLU Neural Networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4645-4653
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The AL$\ell_0$CORE Tensor Decomposition for Sparse Count Data
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4654-4662
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Adaptive Federated Minimax Optimization with Lower Complexities
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4663-4671
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Mixture-of-Linear-Experts for Long-term Time Series Forecasting
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4672-4680
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On the price of exact truthfulness in incentive-compatible online learning with bandit feedback: a regret lower bound for WSU-UX
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4681-4689
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Faster Recalibration of an Online Predictor via Approachability
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4690-4698
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Provable Policy Gradient Methods for Average-Reward Markov Potential Games
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4699-4707
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A Cubic-regularized Policy Newton Algorithm for Reinforcement Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4708-4716
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Towards Generalizable and Interpretable Motion Prediction: A Deep Variational Bayes Approach
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4717-4725
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Understanding Inverse Scaling and Emergence in Multitask Representation Learning
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4726-4734
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Sharpened Lazy Incremental Quasi-Newton Method
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4735-4743
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Efficient Active Learning Halfspaces with Tsybakov Noise: A Non-convex Optimization Approach
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4744-4752
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Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class Abstention
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4753-4761
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Deep Classifier Mimicry without Data Access
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4762-4770
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Data Driven Threshold and Potential Initialization for Spiking Neural Networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4771-4779
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Revisiting the Noise Model of Stochastic Gradient Descent
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4780-4788
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Warped Diffusion for Latent Differentiation Inference
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4789-4797
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Provable Mutual Benefits from Federated Learning in Privacy-Sensitive Domains
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4798-4806
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Random Oscillators Network for Time Series Processing
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4807-4815
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Mitigating Underfitting in Learning to Defer with Consistent Losses
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4816-4824
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Consistent Hierarchical Classification with A Generalized Metric
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4825-4833
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SDEs for Minimax Optimization
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4834-4842
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Differentially Private Reward Estimation with Preference Feedback
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4843-4851
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Differentiable Rendering with Reparameterized Volume Sampling
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4852-4860
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Parameter-Agnostic Optimization under Relaxed Smoothness
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4861-4869
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Stochastic Frank-Wolfe: Unified Analysis and Zoo of Special Cases
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4870-4878
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Efficient Conformal Prediction under Data Heterogeneity
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4879-4887
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Sample-efficient neural likelihood-free Bayesian inference of implicit HMMs
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4888-4896
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Identifying Confounding from Causal Mechanism Shifts
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4897-4905
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Tight Verification of Probabilistic Robustness in Bayesian Neural Networks
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4906-4914
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Testing exchangeability by pairwise betting
Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:4915-4923
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