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Learning efficient backprojections across cortical hierarchies in real time
Feb. 5, 2024, 6:44 a.m. | Kevin Max Laura Kriener Garibaldi Pineda Garc\'ia Thomas Nowotny Ismael Jaras Walter Senn Mihai A. Pet
cs.LG updates on arXiv.org arxiv.org
We introduce Phaseless Alignment Learning (PAL), a bio-plausible method to learn efficient feedback weights in layered cortical hierarchies. This is achieved by exploiting the noise naturally found in biophysical systems as an additional carrier of information. In our dynamical system, …
alignment backpropagation bio cortex credit cs.lg cs.ne deep learning error feedback learn processing q-bio.nc sensory solution synapses transport
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