3) Convex Efficient Coding.
Tired of simulations? We show many efficient coding problems are actually convex.
This allows for formal proofs on modular neurons, ON-OFF coding predictions, and more. Check the ICLR paper:
arxiv.org/abs/2601.10482
(3/3)
Why do neurons encode information the way they do? Normative answers to this question model neural activity as the solution to an optimisation problem; for example, the celebrated efficient coding hyp...