Stanislaw Wozniak

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 43

Top Topics

Unsupervised Learning

Biologically Inspired

Sentiment Analysis

Top Venues

IEEE Trans. Circuits Syst. II Express Briefs

ICDM (Workshops)

Publications

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 (2024)
Stanislaw Wozniak, Bartlomiej Koptyra, Arkadiusz Janz, Przemyslaw Kazienko, Jan Kocon
Personalized Large Language Models. CoRR (2024)
Axel von Arnim, Jules Lecomte, Naima Elosegui Borras, Stanislaw Wozniak, Angeliki Pantazi
Dynamic event-based optical identification and communication. Frontiers Neurorobotics 18 (2024)
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 (2024)
Kamil Kanclerz, Julita Bielaniewicz, Marcin Gruza, Jan Kocon, Stanislaw Wozniak, Przemyslaw Kazienko
Towards Model-Based Data Acquisition for Subjective Multi-Task NLP Problems. CoRR (2023)
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)
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 (2023)
Axel von Arnim, Jules Lecomte, Stanislaw Wozniak, Naima Elosegui Borras, Angeliki Pantazi
Dynamic Event-based Optical Flow Identification and Communication. CoRR (2023)
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) (2023)
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)
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)
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 (2023)
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 (2023)
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 (2023)
Stanislaw Wozniak, Jan Kocon
From Big to Small Without Losing It All: Text Augmentation with ChatGPT for Efficient Sentiment Analysis. CoRR (2023)
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) (2023)
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)
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)
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) (2023)
Stanislaw Wozniak, Jan Kocon
From Big to Small Without Losing It All: Text Augmentation with ChatGPT for Efficient Sentiment Analysis. ICDM (Workshops) (2023)
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 (2023)
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 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)
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 (2023)
Thomas Bohnstingl, Stanislaw Wozniak, Angeliki Pantazi, Evangelos Eleftheriou
Online Spatio-Temporal Learning in Deep Neural Networks. IEEE Trans. Neural Networks Learn. Syst. 34 (11) (2023)
Thomas Bohnstingl, Ayush Garg, Stanislaw Wozniak, George Saon, Evangelos Eleftheriou, Angeliki Pantazi
Speech Recognition Using Biologically-Inspired Neural Networks. ICASSP (2022)
Ana Stanojevic, Stanislaw Wozniak, Guillaume Bellec, Giovanni Cherubini, Angeliki Pantazi, Wulfram Gerstner
An Exact Mapping From ReLU Networks to Spiking Neural Networks. CoRR (2022)
Piotr Milkowski, Marcin Gruza, Przemyslaw Kazienko, Joanna Szolomicka, Stanislaw Wozniak, Jan Kocon
MultiEmo: Language-Agnostic Sentiment Analysis. ICCS (1) (2022)
Stanislaw Wozniak, Hlynur Jónsson, Giovanni Cherubini, Angeliki Pantazi, Evangelos Eleftheriou
On the visual analytic intelligence of neural networks. CoRR (2022)
Ana Stanojevic, Evangelos Eleftheriou, Giovanni Cherubini, Stanislaw Wozniak, Angeliki Pantazi, Wulfram Gerstner
Approximating Relu Networks by Single-Spike Computation. ICIP (2022)
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)
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 (2021)
Stanislaw Wozniak, Thomas Bohnstingl, Angeliki Pantazi
Biologically Inspired Dynamics Enhance Deep Learning. ERCIM News 2021 (125) (2021)
Giorgia Dellaferrera, Stanislaw Wozniak, Giacomo Indiveri, Angeliki Pantazi, Evangelos Eleftheriou
Learning in Deep Neural Networks Using a Biologically Inspired Optimizer. CoRR (2021)
Thomas Bohnstingl, Stanislaw Wozniak, Wolfgang Maass, Angeliki Pantazi, Evangelos Eleftheriou
Online spatio-temporal learning in deep neural networks. CoRR (2020)
Stanislaw Wozniak, Angeliki Pantazi, Thomas Bohnstingl, Evangelos Eleftheriou
Deep learning incorporating biologically inspired neural dynamics and in-memory computing. Nat. Mach. Intell. 2 (6) (2020)
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)
Stanislaw Wozniak, Angeliki Pantazi, Evangelos Eleftheriou
Deep Networks Incorporating Spiking Neural Dynamics. CoRR (2018)
Stanislaw Wozniak, Angeliki Pantazi, Yusuf Leblebici, Evangelos Eleftheriou
Feature Learning Using Synaptic Competition in a Dynamically-Sized Neuromorphic Architecture. ICRC (2017)
Severin Sidler, Angeliki Pantazi, Stanislaw Wozniak, Yusuf Leblebici, Evangelos Eleftheriou
Unsupervised Learning Using Phase-Change Synapses and Complementary Patterns. ICANN (1) (2017)
Stanislaw Wozniak, Angeliki Pantazi, Yusuf Leblebici, Evangelos Eleftheriou
Neuromorphic system with phase-change synapses for pattern learning and feature extraction. IJCNN (2017)
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 (11) (2017)
Adela-Diana Almasi, Stanislaw Wozniak, Valentin Cristea, Yusuf Leblebici, Ton Engbersen
Review of advances in neural networks: Neural design technology stack. Neurocomputing 174 (2016)
Stanislaw Wozniak, Tomas Tuma, Angeliki Pantazi, Evangelos Eleftheriou
Learning spatio-temporal patterns in the presence of input noise using phase-change memristors. ISCAS (2016)