Subspace locally competitive algorithms

Published in Neuro-Inspired Computational Elements, 2020

We present a 2-layer recurrent sparse coding network for learning higher order statistical regularities in natural images.

The sparse manifold transform

Published in Neural Information Processing Systems, 2018

A hierarchical sparse coding model that decomposes scenes into constituent parts and linearizes temporal trajectories of natural videos.

You can also find my articles on my Google Scholar profile.