2 papers
cs.LG2025
Walking the Weight Manifold: a Topological Approach to Conditioning Inspired by Neuromodulation
Ari S. Benjamin, Kyle Daruwalla, Christian Pehle +2
One frequently wishes to learn a range of similar tasks as efficiently as possible, re-using knowledge across tasks. In artificial neural networks, this is typically accomplished b…
cs.LG2025
Bridging Predictive Coding and MDL: A Two-Part Code Framework for Deep Learning
Benjamin Prada, Shion Matsumoto, Abdul Malik Zekri +1
We present the first theoretical framework that connects predictive coding (PC), a biologically inspired local learning rule, with the minimum description length (MDL) principle in…