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Volume 222: Asian Conference on Machine Learning, 11-14 November 2023, İstanbul, Turkey
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Editors: Berrin Yanıkoğlu, Wray Buntine
Preface
Asian Conference on Machine Learning: Preface
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:i-ii
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Contributed Papers
Mitigating Bias: Enhancing Image Classification by Improving Model Explanations
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1-14
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Degree-based stratification of nodes in Graph Neural Networks
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:15-27
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Variance Reduced Online Gradient Descent for Kernelized Pairwise Learning with Limited Memory
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:28-43
Ted: Tree delineation with reduced dimensions using entropy and deep learning
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:44-57
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A Pragmatic Look at Deep Imitation Learning
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:58-73
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Equilibrium Point Learning
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:74-89
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Show Me How It’s Done: The Role of Explanations in Fine-Tuning Language Models
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:90-105
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ProtoDiffusion: Classifier-Free Diffusion Guidance with Prototype Learning
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:106-120
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Deep Reinforcement Learning for Two-sided Online Bipartite Matching in Collaborative Order Picking
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:121-136
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ASAP: Attention-Based State Space Abstraction for Policy Summarization
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:137-152
Federated Learning with Uncertainty via Distilled Predictive Distributions
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:153-168
Diffusion-based Visual Representation Learning for Medical Question Answering
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:169-184
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Lost and Found: How Self-Supervised Learning Helps GPS Coordinates Find Their Way
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:185-200
BarlowRL: Barlow Twins for Data-Efficient Reinforcement Learning
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:201-216
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Deep Uniformly Distributed Centers on a Hypersphere for Open Set Recognition
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:217-230
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Understanding More Knowledge Makes the Transformer Perform Better in Document-level Relation Extraction
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:231-246
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Optimal Nonlinearities Improve Generalization Performance of Random Features
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:247-262
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Enhancing Cross-Category Learning in Recommendation Systems with Multi-Layer Embedding Training
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:263-278
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Hyper-Label-Graph: Modeling Branch-Level Dependencies of Labels for Hierarchical Multi-Label Text Classification
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:279-294
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Temporal Shift - Multi-Objective Loss Function for Improved Anomaly Fall Detection
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:295-310
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Better Loss Landscape Visualization for Deep Neural Networks with Trajectory Information
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:311-326
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Pedestrian Cross Forecasting with Hybrid Feature Fusion
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:327-342
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Deep Representation Learning for Prediction of Temporal Event Sets in the Continuous Time Domain
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:343-358
Robust Image Classification via Using Multiple Diversity Losses
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:359-373
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Harmonic-NAS: Hardware-Aware Multimodal Neural Architecture Search on Resource-constrained Devices
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:374-389
State Value Generation with Prompt Learning and Self-Training for Low-Resource Dialogue State Tracking
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:390-405
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Self Weighted Multiplex Modularity Maximization for Multiview Clustering
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:406-421
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How GAN Generators can Invert Networks in Real-Time
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:422-437
Towards Human-Like RL: Taming Non-Naturalistic Behavior in Deep RL via Adaptive Behavioral Costs in 3D Games
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:438-453
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Outlier Robust Adversarial Training
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:454-469
Temporal RPN Learning for Weakly-Supervised Temporal Action Localization
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:470-485
Probing Traffic Trend Forecasting via Spatial-Temporal Aware Learning-Graph Attention
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:486-501
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Reinforcement Learning for Solving Stochastic Vehicle Routing Problem
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:502-517
Mem-Rec: Memory Efficient Recommendation System using Alternative Representation
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:518-533
Adaptive Riemannian stochastic gradient descent and reparameterization for Gaussian mixture model fitting
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:534-549
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Deep Kernel Regression with Finite Learnable Kernels
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:550-565
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Prototypical Model with Information-Theoretic Loss Functions for Generalized Zero-Shot Learning
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:566-581
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Provably Robust and Plausible Counterfactual Explanations for Neural Networks via Robust Optimisation
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:582-597
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SART-Res-UNet: Fan Beam CT Image Reconstruction from Limited Projections using attention-enabled residual U-Net
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:598-613
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Ada$^2$NPT: An Adaptive Nearest Proxies Triplet Loss for Attribute-Aware Face Recognition with Adaptively Compacted Feature Learning
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:614-629
Cross-Domain Relation Adaptation
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:630-645
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Thompson Exploration with Best Challenger Rule in Best Arm Identification
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:646-661
Facto-CNN: Memory-Efficient CNN Training with Low-rank Tensor Factorization and Lossy Tensor Compression
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:662-677
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SANGEA: Scalable and Attributed Network Generation
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:678-693
FusionU-Net: U-Net with Enhanced Skip Connection for Pathology Image Segmentation
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:694-706
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Detecting and Repairing Deviated Outputs of Compressed Models
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:707-722
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Attributed Graph Subspace Clustering with Graph-Boosting
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:723-738
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K-Truss Based Temporal Graph Convolutional Network for Dynamic Graphs
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:739-754
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Efficient Medical Images Text Detection with Vision-Language Pre-training Approach
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:755-770
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Evolutionary Neural Architecture Search for Multivariate Time Series Forecasting
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:771-786
Dynamic Offset Metric on Heterogeneous Information Networks for Cold-start Recommendation
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:787-802
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Overcoming catastrophic forgetting with classifier expander
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:803-817
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KURL: A Knowledge-Guided Reinforcement Learning Model for Active Object Tracking
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:818-833
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Multi-objective Adaptive Dynamics Attention Model to Solve Multi-objective Vehicle Routing Problem
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:834-849
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TFAN: Temporal-Feature correlations Attention-based Network for Urban Air Quality Prediction using Data Fusion technology
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:850-865
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VMLC: Statistical Process Control for Image Classification in Manufacturing
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:866-881
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A Mixed-Precision Quantization Method without Accuracy Degradation Using Semilayers
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:882-894
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Maximization of Minimum Weighted Hamming Distance between Set Pairs
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:895-910
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Q-Match: Self-Supervised Learning by Matching Distributions Induced by a Queue
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:911-926
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Free Energy of Bayesian Convolutional Neural Network with Skip Connection
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:927-942
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Active Level Set Estimation for Continuous Search Space with Theoretical Guarantee
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:943-958
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Empirical Study of Federated Unlearning: Efficiency and Effectiveness
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:959-974
The Importance of Anti-Aliasing in Tiny Object Detection
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:975-990
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Transformed Gaussian Processes for Characterizing a Model’s Discrepancy
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:991-1006
Frequency-dependent Image Reconstruction Error for Micro Defect Detection
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1007-1022
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Selective Nonparametric Regression via Testing
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1023-1038
Domain Generalization with Interpolation Robustness
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1039-1054
Enhancing Model Generalization of Cervical Fluid-Based Cell Detection through Causal Feature Extraction:A Novel Method
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1055-1070
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Simple and Efficient Vision Backbone Adapter for Image Semantic Segmentation
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1071-1086
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The Fine Print on Tempered Posteriors
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1087-1102
Folded Hamiltonian Monte Carlo for Bayesian Generative Adversarial Networks
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1103-1118
Multi-behavior Session-based Recommendation via Graph Reinforcement Learning
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1119-1134
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Remote Wildfire Detection using Multispectral Satellite Imagery and Vision Transformers
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1135-1150
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Distilling Influences to Mitigate Prediction Churn in Graph Neural Networks
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1151-1166
Logarithmic regret in communicating MDPs: Leveraging known dynamics with bandits
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1167-1182
Augment to Interpret: Unsupervised and Inherently Interpretable Graph Embeddings
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1183-1198
A New Perspective On the Expressive Equivalence Between Graph Convolution and Attention Models
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1199-1214
Edit-A-Video: Single Video Editing with Object-Aware Consistency
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1215-1230
Advancing Deep Metric Learning With Adversarial Robustness
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1231-1246
Learning to Terminate in Object Navigation
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1247-1262
Unveiling the Power of Self-Attention for Shipping Cost Prediction: The Rate Card Transformer
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1263-1275
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Patch-level Neighborhood Interpolation: A General and Effective Graph-based Regularization Strategy
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1276-1291
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Meta-forests: Domain generalization on random forests with meta-learning
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1292-1307
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Hybrid Convolution Method for Graph Classification Using Hierarchical Topology Feature
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1308-1320
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Intractability of Learning the Discrete Logarithm with Gradient-Based Methods
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1321-1336
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Single Image Super-resolution Based On Non-subsampled Shearlet Transform
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1337-1352
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Decouple then Combine: A Simple and Effective Framework for Fraud Transaction Detection
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1353-1368
Early Diagnosis of Alzheimer through Swin-Transformer-Based Deep Learning Framework using Sparse Diffusion Measures
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1369-1384
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Towards Better Explanations for Object Detection
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1385-1400
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Graph Structure Learning via Lottery Hypothesis at Scale
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1401-1416
Robust Blind Watermarking Framework for Hybrid Networks Combining CNN and Transformer
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1417-1432
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A Simple and General Binarization Method for Image Restoration Neural Networks
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1433-1448
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A Partially Observable Monte Carlo Planning Algorithm Based on Path Modification
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1449-1462
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Estimation of Counterfactual Interventions under Uncertainties
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1463-1478
A Novel Counterfactual Data Augmentation Method for Aspect-Based Sentiment Analysis
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1479-1493
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Can Infinitely Wide Deep Nets Help Small-data Multi-label Learning?
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1494-1509
Generative Semi-supervised Learning with Meta-Optimized Synthetic Samples
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1510-1525
GWQ: Group-Wise Quantization Framework for Neural Networks
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1526-1541
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Long-Range Graph U-Nets: Node and Edge Clustering Pooling Model For Stroke Classification in Online Handwritten Documents
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1542-1557
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Training a General Spiking Neural Network with Improved Efficiency and Minimum Latency
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1558-1573
DENL: Diverse Ensemble and Noisy Logits for Improved Robustness of Neural Networks
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1574-1589
A Multi-Surrogate Assisted Salp Swarm Feature Selection Algorithm with Multi-Population Adaptive Generation Strategy for Classification
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1590-1605
Cell Variational Information Bottleneck Network
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1606-1621
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Graph Contrastive Learning with Group Whitening
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1622-1637
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Improving Denoising Diffusion Models via Simultaneous Estimation of Image and Noise
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1638-1653
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Self-supervised Example Difficulty Balancing for Local Descriptor Learning
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1654-1669
Deep Traffic Benchmark: Aerial Perception and Driven Behavior Dataset
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1670-1682
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Unleashing the Power of High-pass Filtering in Continuous Graph Neural Networks
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1683-1698
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Revisiting Structured Dropout
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1699-1714
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Automatic Segmentation of Aortic and Mitral Valves for Heart Surgical Planning of Hypertrophic Obstructive Cardiomyopathy
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1715-1730
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Faster Target Encirclement with Utilization of Obstacles via Multi-Agent Reinforcement Learning
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1731-1746
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A Corrected Expected Improvement Acquisition Function Under Noisy Observations
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1747-1762
FasterVoxelPose+: Fast and Accurate Voxel-based 3D Human Pose Estimation by Depth-wise Projection Decay
; Proceedings of the 15th Asian Conference on Machine Learning, PMLR 222:1763-1778
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