Publications

This is our catalog of publications authored by IBM researchers, in collaboration with the global research community. It’s an ever-growing body of work that shows why IBM is one of the most important contributors to modern computing.

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12 results for Stanislaw Wozniak

Towards efficient end-to-end speech recognition with biologically-inspired neural networks
- - Thomas Bohnstingl
  - Ayush Garg
  - et al.
- 2021
- NeurIPS 2021
High-performance deep spiking neural networks with 0.3 spikes per neuron
- - Ana Stanojevic
  - Stanisław Woźniak
  - et al.
- 2024
- Nature Communications
Deep learning incorporating biologically inspired neural dynamics and in-memory computing
- - Stanisław Woźniak
  - Angeliki Pantazi
  - et al.
- 2020
- Nature Machine Intelligence
Approximating Relu Networks by Single-Spike Computation
- - Ana Stanojevic
  - Evangelos Eleftheriou
  - et al.
- 2022
- ICIP 2022
Unsupervised Learning Using Phase-Change Synapses and Complementary Patterns
- - Severin Sidler
  - Angeliki Pantazi
  - et al.
- 2017
- ICANN 2017
Architectures and Circuits for Analog-memory-based Hardware Accelerators for Deep Neural Networks
- - Sidney Tsai
  - Pritish Narayanan
  - et al.
- 2023
- ISCAS 2023
Efficient biologically-inspired online learning alternatives to BPTT
- - Thomas Bohnstingl
  - Stanisław Woźniak
  - et al.
- 2024
- ICNCE 2024
Neuromorphic Optical Flow and Real-time Implementation with Event Cameras
- - Yannick Schnider
  - Stanisław Woźniak
  - et al.
- 2023
- CVPR 2023
Are training trajectories of deep single-spike and deep ReLU network equivalent?
- - Ana Stanojevic
  - Stanisław Woźniak
  - et al.
- 2023
- arXiv
An exact mapping from ReLU networks to spiking neural networks
- - Ana Stanojevic
  - Stanisław Woźniak
  - et al.
- 2022
- arXiv