New conservation law found for equilibrium propagation and coupled learning

作者 PulseAugur 编辑部 · [1 个来源] · 2026-06-16 04:00

研究人员在耦合学习（CL）和平衡传播（EP）的物理学习方法中发现了一个守恒定律。该定律表明，在连续时间、小扰动极限下，一个类似于质量的量在可训练参数中是守恒的。这些发现表明，该守恒定律可以可靠地约束训练动力学，尤其是在线性电路中，并对机器学习具有实际意义。 AI

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arXiv cs.LG TIER_1 English(EN) · Joshua A. McGinnis, Adam G. Kline, Yoichiro Mori · 2026-06-16 04:00

A Conservation Law for Equilibrium Propagation and Coupled Learning

arXiv:2606.15444v1 Announce Type: cross Abstract: In this paper we show that the physical learning methods known as coupled learning (CL) and equilibrium propagation (EP) conserve a mass-like quantity in the trainable parameters in the continuous-time, small-nudging limit. We pro…