11 citations · 11 across the 2 of their papers we have counts for
2 papers
cs.LG2025
Training of Spiking Neural Networks with Expectation-Propagation
Dan Yao, Steve McLaughlin, Yoann Altmann
In this paper, we propose a unifying message-passing framework for training spiking neural networks (SNNs) using Expectation-Propagation. Our gradient-free method is capable of lea…
cs.CV2021★ 11 cited
Fast Scalable Image Restoration using Total Variation Priors and Expectation Propagation
Dan Yao, Stephen McLaughlin, Yoann Altmann
This paper presents a scalable approximate Bayesian method for image restoration using total variation (TV) priors. In contrast to most optimization methods based on maximum a post…