1 code implementation • NeurIPS 2023 • Bariscan Bozkurt, Cengiz Pehlevan, Alper T Erdogan
Furthermore, our approach provides a natural resolution to the weight symmetry problem between forward and backward signal propagation paths, a significant critique against the plausibility of the conventional backpropagation algorithm.
1 code implementation • 9 Oct 2022 • Bariscan Bozkurt, Ates Isfendiyaroglu, Cengiz Pehlevan, Alper T. Erdogan
Here, we relax this limitation and propose a biologically plausible neural network that extracts correlated latent sources by exploiting information about their domains.
2 code implementations • 27 Sep 2022 • Bariscan Bozkurt, Cengiz Pehlevan, Alper T. Erdogan
Previous work on biologically-plausible BSS algorithms assumed that observed signals are linear mixtures of statistically independent or uncorrelated sources, limiting the domain of applicability of these algorithms.
1 code implementation • 25 Apr 2022 • Bariscan Bozkurt, Alper T. Erdogan
We show how this problem can be efficiently solved by using a graph automorphism algorithm.