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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.NE2023
Understanding Predictive Coding as an Adaptive Trust-Region Method
Francesco Innocenti, Ryan Singh, Christopher L. Buckley
Predictive coding (PC) is a brain-inspired local learning algorithm that has recently been suggested to provide advantages over backpropagation (BP) in biologically relevant scenar…