ICML 2026 REPRODUCTION

Balancing layer learning rates

Closed-form losses

≤1.42 SEM

two- and three-layer MC agreement

Transition exponents

1 and 2/3

exact symbolic Hessian balance

Gradient identity

8.67e-18

maximum residual