Publications

2024

Journal Articles

High-performance deep spiking neural networks with 0.3 spikes per neuron

A. Stanojevic; S. A. Wozniak; G. Bellec; G. Cherubini; A. Pantazi et al. 

Nature Communications. 2024. Vol. 15, num. 1. DOI : 10.1038/s41467-024-51110-5.

Conference Papers

Expand-and-Cluster: Parameter Recovery of Neural Networks

F. Martinelli; B. Simsek; W. Gerstner; J. M. Brea 

2024. 41st International Conference on Machine Learning (ICML 2024), Vienna, Austria, 2024-07-21 – 2024-07-27. DOI : 10.48550/arXiv.2304.12794.

Theses

Seeking the new, learning from the unexpected: Computational models of surprise and novelty in the brain

A. Modirshanechi / W. Gerstner (Dir.)  

Lausanne, EPFL, 2024. 

2023

Theses

Supervised learning and inference of spiking neural networks with temporal coding

A. Stanojevic / W. Gerstner; S. A. Wozniak (Dir.)  

Lausanne, EPFL, 2023. 

2018

Theses

Model-based reinforcement learning and navigation in animals and machines

D. S. Corneil / W. Gerstner (Dir.)  

Lausanne, EPFL, 2018. 

One-shot learning and eligibility traces in sequential decision making

M. P. Lehmann / W. Gerstner; K. Preuschoff (Dir.)  

Lausanne, EPFL, 2018. 

Slow dynamics in structured neural network models

S. P. Muscinelli / W. Gerstner (Dir.)  

Lausanne, EPFL, 2018.