Probability-Signature Dynamics: Unpacking Modular Addition Learning Within Two-Layer Networks.

arXiv:2610.11833v1 Announce Type: new Abstract: Neural networks trained on modular addition tasks often develop Fourier-structured representations that support exact generalization. While prior work has identified these Fourier circuits, the mechanism by which