Quantifying and Optimizing Simplicity via Polynomial Representations

ArXi:2605.29823v1 Announce Type: new Deep networks often exhibit a preference for "simple" solutions, and such a simplicity bias is widely believed to play a key role in generalization. Yet a broadly applicable, quantitative measure of simplicity remains elusive. We