June 11, 2024, 4:48 a.m. | Clara C. Wanjura, Florian Marquardt

cs.LG updates on arXiv.org arxiv.org

arXiv:2406.06482v1 Announce Type: cross
Abstract: The widespread adoption of machine learning and artificial intelligence in all branches of science and technology has created a need for energy-efficient, alternative hardware platforms. While such neuromorphic approaches have been proposed and realised for a wide range of platforms, physically extracting the gradients required for training remains challenging as generic approaches only exist in certain cases. Equilibrium propagation (EP) is such a procedure that has been introduced and applied to classical energy-based models which …

abstract adoption alternative artificial artificial intelligence arxiv cond-mat.dis-nn cs.et cs.lg energy equilibrium hardware intelligence machine machine learning neuromorphic platforms propagation quant-ph quantum science science and technology systems technology training type while

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