Energy descent from 1985 Hopfield energy offers stabler, faster alternative to looped models

CatAstro_Piyush · x · 2026-11-14

Ben Hoover proposes an alternative to looped models, which are expensive, unstable, and slow to train on benchmarks like Sudoku and Maze: energy descent using a trainable version of Hopfield & Tank's 1985 energy function, yielding stable dynamics, early stopping, and faster training.

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