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cs.NE2024★ 1 cited
JPC: Flexible Inference for Predictive Coding Networks in JAX
Francesco Innocenti, Paul Kinghorn, Will Yun-Farmbrough +3
We introduce JPC, a JAX library for training neural networks with Predictive Coding. JPC provides a simple, fast and flexible interface to train a variety of PC networks (PCNs) inc…
cs.LG2024
Only Strict Saddles in the Energy Landscape of Predictive Coding Networks?
Francesco Innocenti, El Mehdi Achour, Ryan Singh +1
Predictive coding (PC) is an energy-based learning algorithm that performs iterative inference over network activities before updating weights. Recent work suggests that PC can con…