Math: Symmetry

Machine-learning ideas tagged Symmetry in the Math taxonomy of the Math2NN corpus.

✗ Failed on benchmark 2026

Permutation-Symmetric Quadratic Module

Replace a wide collection of interchangeable near-zero branches with a module whose output is explicitly a quadratic form in the branch-weight Gram matrix. The module preserves the paper's leading-order behavior while making the relevant collective variable explicit and allowing low-rank parameterizations.

Useful7/10
Difficulty5/10
Novelty7/10
Paper: Neural Quadratic Forms: A Unified Minimal Model for Sudden Learning and Scaling Laws arXiv:2608.13335