boundary element method 1finite element method 1membrane dynamics 1multiscale coupling 1stokes flow 1
From the 1 of 10 linked papers with an AI index.
1 citations · 1 across the 3 of their papers we have counts for
Showing math.OCShow all
2 papers · 1 filter
math.OC2026
A Conservation Law for Equilibrium Propagation and Coupled Learning
Joshua A. McGinnis, Adam G. Kline, Yoichiro Mori
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 i…
math.OC2026
Coercivity and Local Convergence of Physical Learning in Linear Circuits
Joshua A. McGinnis, Xinbo Li, Yoichiro Mori
Physical learning methods train physical networks to perform computational tasks using only local update rules, exploiting the physics of the system to handle the global transfer o…