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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)
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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...
arxiv.org
Convex Efficient Coding