Stanislaw Wozniak  Stanislaw Wozniak photo         

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Postdoctoral Researcher
IBM Research - Zurich
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Professional Associations:  IEEE

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More information:  Google Scholar Citations  |  LinkedIn Profile


2017

Unsupervised Learning of Phase-Change-Based Neuromorphic Systems
Stanisław Woźniak
Ph.D. Thesis, 2017

Unsupervised Learning Using Phase-Change Synapses and Complementary Patterns
Severin Sidler, Angeliki Pantazi, Stanisław Woźniak, Yusuf Leblebici, Evangelos Eleftheriou
Artificial Neural Networks and Machine Learning – ICANN 2017: 26th International Conference on Artificial Neural Networks, Alghero, Italy, September 11-14, 2017, Proceedings, Part I, pp. 281--288, Springer International Publishing
Abstract   DOI: 10.1007/978-3-319-68600-4\_33

Feature Learning using Synaptic Competition in a Dynamically-Sized Neuromorphic Architecture
Stanisław Woźniak, Angeliki Pantazi, Yusuf Leblebici, Evangelos Eleftheriou
International Conference on Rebooting Computing (ICRC), IEEE, 2017

Neuromorphic Architecture with 1M Memristive Synapses for Detection of Weakly Correlated Inputs
Stanisław Woźniak, Angeliki Pantazi, Severin Sidler, Nikolaos Papandreou, Yusuf Leblebici, Evangelos Eleftheriou
IEEE Transactions on Circuits and Systems II: Express Briefs 64(11), 1342--1346, 2017

Neuromorphic System with Phase-Change Synapses for Pattern Learning and Feature Extraction
Stanisław Woźniak, Angeliki Pantazi, Yusuf Leblebici, Evangelos Eleftheriou
2017 International Joint Conference on Neural Networks (IJCNN), IEEE

Winner-Take-All Neuromorphic Architectures with Phase-Change Synapses
Severin Sidler, Stanisław Woźniak, Yusuf Leblebici, Angeliki Pantazi, Evangelos Eleftheriou
MEMRISYS, (Presentation), 2017


2016

All-memristive neuromorphic computing with level-tuned neurons
Angeliki Pantazi, Stanisław Woźniak, Tomas Tuma, Evangelos Eleftheriou
Nanotechnology 27(35), 355205, 2016
Abstract

Learning spatio-temporal patterns in the presence of input noise using phase-change memristors
Stanisław Woźniak, Tomas Tuma, Angeliki Pantazi, Evangelos Eleftheriou
2016 IEEE International Symposium on Circuits and Systems (ISCAS), pp. 365--368, IEEE

Review of advances in neural networks: Neural design technology stack
Adela-Diana Almasi, Stanislaw Wozniak, Valentin Cristea, Yusuf Leblebici, Ton Engbersen
Neurocomputing 174 A, 31--41, 2016


2015

Review of Advances in Neural Networks: Neural Design Technology Stack
Stanislaw Woźniak, Adela-Diana Almási, Valentin Cristea, Yusuf Leblebici, Ton Engbersen
Proceedings of ELM-2014 Volume 1, pp. 367--376, Springer, 2015