Response Renormalization for Critical Deep Equilibrium Models

Training implicit layers breaks in the backward pass, not the forward one. Response Renormalization finds the few near-pole directions the loss can actually see and lifts only those — CMR, Phi-CMR, and Delta-Phi, derived from response theory and validated across 23 multiphysics families.