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Stanislaw Wozniak
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2020 – today
- 2024
- [j11]Axel von Arnim, Jules Lecomte, Naima Elosegui Borras, Stanislaw Wozniak, Angeliki Pantazi:
Dynamic event-based optical identification and communication. Frontiers Neurorobotics 18 (2024) - [j10]Ana Stanojevic, Stanislaw Wozniak, Guillaume Bellec, Giovanni Cherubini, Angeliki Pantazi, Wulfram Gerstner:
Corrigendum to 'An exact mapping from ReLU networks to spiking neural networks' [Neural Networks Volume 168 (2023) Pages 74-88]. Neural Networks 169: 622 (2024) - [i17]Stanislaw Wozniak, Bartlomiej Koptyra, Arkadiusz Janz, Przemyslaw Kazienko, Jan Kocon:
Personalized Large Language Models. CoRR abs/2402.09269 (2024) - [i16]Bo Peng, Daniel Goldstein, Quentin Anthony, Alon Albalak, Eric Alcaide, Stella Biderman, Eugene Cheah, Xingjian Du, Teddy Ferdinan, Haowen Hou, Przemyslaw Kazienko, Kranthi Kiran GV, Jan Kocon, Bartlomiej Koptyra, Satyapriya Krishna, Ronald McClelland Jr., Niklas Muennighoff, Fares Obeid, Atsushi Saito, Guangyu Song, Haoqin Tu, Stanislaw Wozniak, Ruichong Zhang, Bingchen Zhao, Qihang Zhao, Peng Zhou, Jian Zhu, Rui-Jie Zhu:
Eagle and Finch: RWKV with Matrix-Valued States and Dynamic Recurrence. CoRR abs/2404.05892 (2024) - [i15]Oleh Kolner, Thomas Ortner, Stanislaw Wozniak, Angeliki Pantazi:
Mind the GAP: Glimpse-based Active Perception improves generalization and sample efficiency of visual reasoning. CoRR abs/2409.20213 (2024) - 2023
- [j9]Jan Kocon, Igor Cichecki, Oliwier Kaszyca, Mateusz Kochanek, Dominika Szydlo, Joanna Baran, Julita Bielaniewicz, Marcin Gruza, Arkadiusz Janz, Kamil Kanclerz, Anna Kocon, Bartlomiej Koptyra, Wiktoria Mieleszczenko-Kowszewicz, Piotr Milkowski, Marcin Oleksy, Maciej Piasecki, Lukasz Radlinski, Konrad Wojtasik, Stanislaw Wozniak, Przemyslaw Kazienko:
ChatGPT: Jack of all trades, master of none. Inf. Fusion 99: 101861 (2023) - [j8]Ana Stanojevic, Giovanni Cherubini, Stanislaw Wozniak, Evangelos Eleftheriou:
Time-encoded multiplication-free spiking neural networks: application to data classification tasks. Neural Comput. Appl. 35(9): 7017-7033 (2023) - [j7]Ana Stanojevic, Stanislaw Wozniak, Guillaume Bellec, Giovanni Cherubini, Angeliki Pantazi, Wulfram Gerstner:
An exact mapping from ReLU networks to spiking neural networks. Neural Networks 168: 74-88 (2023) - [j6]Sandro Widmer, Marcel A. Kossel, Giovanni Cherubini, Stanislaw Wozniak, Pier Andrea Francese, Ana Stanojevic, Matthias Brändli, Klaus Frick, Angeliki Pantazi:
Design of Time-Encoded Spiking Neural Networks in 7-nm CMOS Technology. IEEE Trans. Circuits Syst. II Express Briefs 70(9): 3639-3643 (2023) - [j5]Thomas Bohnstingl, Stanislaw Wozniak, Angeliki Pantazi, Evangelos Eleftheriou:
Online Spatio-Temporal Learning in Deep Neural Networks. IEEE Trans. Neural Networks Learn. Syst. 34(11): 8894-8908 (2023) - [j4]Shubham Jain, Hsinyu Tsai, Ching-Tzu Chen, Ramachandran Muralidhar, Irem Boybat, Martin M. Frank, Stanislaw Wozniak, Milos Stanisavljevic, Praneet Adusumilli, Pritish Narayanan, Kohji Hosokawa, Masatoshi Ishii, Arvind Kumar, Vijay Narayanan, Geoffrey W. Burr:
A Heterogeneous and Programmable Compute-In-Memory Accelerator Architecture for Analog-AI Using Dense 2-D Mesh. IEEE Trans. Very Large Scale Integr. Syst. 31(1): 114-127 (2023) - [c16]Yannick Schnider, Stanislaw Wozniak, Mathias Gehrig, Jules Lecomte, Axel von Arnim, Luca Benini, Davide Scaramuzza, Angeliki Pantazi:
Neuromorphic Optical Flow and Real-time Implementation with Event Cameras. CVPR Workshops 2023: 4129-4138 - [c15]Bo Peng, Eric Alcaide, Quentin Anthony, Alon Albalak, Samuel Arcadinho, Stella Biderman, Huanqi Cao, Xin Cheng, Michael Chung, Leon Derczynski, Xingjian Du, Matteo Grella, Kranthi Kiran GV, Xuzheng He, Haowen Hou, Przemyslaw Kazienko, Jan Kocon, Jiaming Kong, Bartlomiej Koptyra, Hayden Lau, Jiaju Lin, Krishna Sri Ipsit Mantri, Ferdinand Mom, Atsushi Saito, Guangyu Song, Xiangru Tang, Johan S. Wind, Stanislaw Wozniak, Zhenyuan Zhang, Qinghua Zhou, Jian Zhu, Rui-Jie Zhu:
RWKV: Reinventing RNNs for the Transformer Era. EMNLP (Findings) 2023: 14048-14077 - [c14]Kamil Kanclerz, Julita Bielaniewicz, Marcin Gruza, Jan Kocon, Stanislaw Wozniak, Przemyslaw Kazienko:
Towards Model-Based Data Acquisition for Subjective Multi-Task NLP Problems. ICDM (Workshops) 2023: 726-735 - [c13]Stanislaw Wozniak, Jan Kocon:
From Big to Small Without Losing It All: Text Augmentation with ChatGPT for Efficient Sentiment Analysis. ICDM (Workshops) 2023: 799-808 - [c12]Martin M. Frank, Ning Li, Malte J. Rasch, Shubham Jain, Ching-Tzu Chen, Ramachandran Muralidhar, Jin-Ping Han, Vijay Narayanan, Timothy Philip, Kevin Brew, Andrew Simon, Iqbal Saraf, Nicole Saulnier, Irem Boybat, Stanislaw Wozniak, Abu Sebastian, Pritish Narayanan, Charles Mackin, An Chen, Hsinyu Tsai, Geoffrey W. Burr:
Impact of Phase-Change Memory Drift on Energy Efficiency and Accuracy of Analog Compute-in-Memory Deep Learning Inference (Invited). IRPS 2023: 1-10 - [c11]Hsinyu Tsai, Pritish Narayanan, Shubham Jain, Stefano Ambrogio, Kohji Hosokawa, Masatoshi Ishii, Charles Mackin, Ching-Tzu Chen, Atsuya Okazaki, Akiyo Nomura, Irem Boybat, Ramachandran Muralidhar, Martin M. Frank, Takeo Yasuda, Alexander M. Friz, Yasuteru Kohda, An Chen, Andrea Fasoli, Malte J. Rasch, Stanislaw Wozniak, Jose Luquin, Vijay Narayanan, Geoffrey W. Burr:
Architectures and Circuits for Analog-memory-based Hardware Accelerators for Deep Neural Networks (Invited). ISCAS 2023: 1-5 - [c10]Wiktoria Mieleszczenko-Kowszewicz, Kamil Kanclerz, Julita Bielaniewicz, Marcin Oleksy, Marcin Gruza, Stanislaw Wozniak, Ewa Dzieciol, Przemyslaw Kazienko, Jan Kocon:
Capturing Human Perspectives in NLP: Questionnaires, Annotations, and Biases. NLPerspectives@ECAI 2023 - [i14]Jan Kocon, Igor Cichecki, Oliwier Kaszyca, Mateusz Kochanek, Dominika Szydlo, Joanna Baran, Julita Bielaniewicz, Marcin Gruza, Arkadiusz Janz, Kamil Kanclerz, Anna Kocon, Bartlomiej Koptyra, Wiktoria Mieleszczenko-Kowszewicz, Piotr Milkowski, Marcin Oleksy, Maciej Piasecki, Lukasz Radlinski, Konrad Wojtasik, Stanislaw Wozniak, Przemyslaw Kazienko:
ChatGPT: Jack of all trades, master of none. CoRR abs/2302.10724 (2023) - [i13]Axel von Arnim, Jules Lecomte, Stanislaw Wozniak, Naima Elosegui Borras, Angeliki Pantazi:
Dynamic Event-based Optical Identification and Communication. CoRR abs/2303.07169 (2023) - [i12]Yannick Schnider, Stanislaw Wozniak, Mathias Gehrig, Jules Lecomte, Axel von Arnim, Luca Benini, Davide Scaramuzza, Angeliki Pantazi:
Neuromorphic Optical Flow and Real-time Implementation with Event Cameras. CoRR abs/2304.07139 (2023) - [i11]Bo Peng, Eric Alcaide, Quentin Anthony, Alon Albalak, Samuel Arcadinho, Huanqi Cao, Xin Cheng, Michael Chung, Matteo Grella, Kranthi Kiran G. V., Xuzheng He, Haowen Hou, Przemyslaw Kazienko, Jan Kocon, Jiaming Kong, Bartlomiej Koptyra, Hayden Lau, Krishna Sri Ipsit Mantri, Ferdinand Mom, Atsushi Saito, Xiangru Tang, Bolun Wang, Johan S. Wind, Stanislaw Wozniak, Ruichong Zhang, Zhenyuan Zhang, Qihang Zhao, Peng Zhou, Jian Zhu, Rui-Jie Zhu:
RWKV: Reinventing RNNs for the Transformer Era. CoRR abs/2305.13048 (2023) - [i10]Ana Stanojevic, Stanislaw Wozniak, Guillaume Bellec, Giovanni Cherubini, Angeliki Pantazi, Wulfram Gerstner:
Are training trajectories of deep single-spike and deep ReLU network equivalent? CoRR abs/2306.08744 (2023) - [i9]Stanislaw Wozniak, Jan Kocon:
From Big to Small Without Losing It All: Text Augmentation with ChatGPT for Efficient Sentiment Analysis. CoRR abs/2312.04720 (2023) - [i8]Kamil Kanclerz, Julita Bielaniewicz, Marcin Gruza, Jan Kocon, Stanislaw Wozniak, Przemyslaw Kazienko:
Towards Model-Based Data Acquisition for Subjective Multi-Task NLP Problems. CoRR abs/2312.08198 (2023) - 2022
- [c9]Thomas Bohnstingl, Ayush Garg, Stanislaw Wozniak, George Saon, Evangelos Eleftheriou, Angeliki Pantazi:
Speech Recognition Using Biologically-Inspired Neural Networks. ICASSP 2022: 6992-6996 - [c8]Piotr Milkowski, Marcin Gruza, Przemyslaw Kazienko, Joanna Szolomicka, Stanislaw Wozniak, Jan Kocon:
MultiEmo: Language-Agnostic Sentiment Analysis. ICCS (1) 2022: 72-79 - [c7]Piotr Milkowski, Marcin Gruza, Przemyslaw Kazienko, Joanna Szolomicka, Stanislaw Wozniak, Jan Kocon:
Multi-model Analysis of Language-Agnostic Sentiment Classification on MultiEmo Data. ICCCI 2022: 163-175 - [c6]Ana Stanojevic, Evangelos Eleftheriou, Giovanni Cherubini, Stanislaw Wozniak, Angeliki Pantazi, Wulfram Gerstner:
Approximating Relu Networks by Single-Spike Computation. ICIP 2022: 1901-1905 - [i7]Stanislaw Wozniak, Hlynur Jónsson, Giovanni Cherubini, Angeliki Pantazi, Evangelos Eleftheriou:
On the visual analytic intelligence of neural networks. CoRR abs/2209.14017 (2022) - [i6]Ana Stanojevic, Stanislaw Wozniak, Guillaume Bellec, Giovanni Cherubini, Angeliki Pantazi, Wulfram Gerstner:
An Exact Mapping From ReLU Networks to Spiking Neural Networks. CoRR abs/2212.12522 (2022) - 2021
- [i5]Giorgia Dellaferrera, Stanislaw Wozniak, Giacomo Indiveri, Angeliki Pantazi, Evangelos Eleftheriou:
Learning in Deep Neural Networks Using a Biologically Inspired Optimizer. CoRR abs/2104.11604 (2021) - [i4]Thomas Bohnstingl, Ayush Garg, Stanislaw Wozniak, George Saon, Evangelos Eleftheriou, Angeliki Pantazi:
Towards efficient end-to-end speech recognition with biologically-inspired neural networks. CoRR abs/2110.02743 (2021) - [i3]Stanislaw Wozniak, Thomas Bohnstingl, Angeliki Pantazi:
Biologically Inspired Dynamics Enhance Deep Learning. ERCIM News 2021(125) (2021) - 2020
- [j3]Stanislaw Wozniak, Angeliki Pantazi, Thomas Bohnstingl, Evangelos Eleftheriou:
Deep learning incorporating biologically inspired neural dynamics and in-memory computing. Nat. Mach. Intell. 2(6): 325-336 (2020) - [i2]Thomas Bohnstingl, Stanislaw Wozniak, Wolfgang Maass, Angeliki Pantazi, Evangelos Eleftheriou:
Online spatio-temporal learning in deep neural networks. CoRR abs/2007.12723 (2020)
2010 – 2019
- 2018
- [c5]Stanislaw Wozniak, Angeliki Pantazi, Yusuf Leblebici, Evangelos Eleftheriou:
Online Feature Learning from a non-i.i.d. Stream in a Neuromorphic System with Synaptic Competition. IJCNN 2018: 1-9 - [i1]Stanislaw Wozniak, Angeliki Pantazi, Evangelos Eleftheriou:
Deep Networks Incorporating Spiking Neural Dynamics. CoRR abs/1812.07040 (2018) - 2017
- [j2]Stanislaw Wozniak, Angeliki Pantazi, Severin Sidler, Nikolaos Papandreou, Yusuf Leblebici, Evangelos Eleftheriou:
Neuromorphic Architecture With 1M Memristive Synapses for Detection of Weakly Correlated Inputs. IEEE Trans. Circuits Syst. II Express Briefs 64-II(11): 1342-1346 (2017) - [c4]Severin Sidler, Angeliki Pantazi, Stanislaw Wozniak, Yusuf Leblebici, Evangelos Eleftheriou:
Unsupervised Learning Using Phase-Change Synapses and Complementary Patterns. ICANN (1) 2017: 281-288 - [c3]Stanislaw Wozniak, Angeliki Pantazi, Yusuf Leblebici, Evangelos Eleftheriou:
Feature Learning Using Synaptic Competition in a Dynamically-Sized Neuromorphic Architecture. ICRC 2017: 1-7 - [c2]Stanislaw Wozniak, Angeliki Pantazi, Yusuf Leblebici, Evangelos Eleftheriou:
Neuromorphic system with phase-change synapses for pattern learning and feature extraction. IJCNN 2017: 3724-3732 - 2016
- [j1]Adela-Diana Almasi, Stanislaw Wozniak, Valentin Cristea, Yusuf Leblebici, Ton Engbersen:
Review of advances in neural networks: Neural design technology stack. Neurocomputing 174: 31-41 (2016) - [c1]Stanislaw Wozniak, Tomas Tuma, Angeliki Pantazi, Evangelos Eleftheriou:
Learning spatio-temporal patterns in the presence of input noise using phase-change memristors. ISCAS 2016: 365-368
Coauthor Index
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