New Framework Addresses Optimization Instability in Deep Equilibrium Models

2026-08-27

Researchers have introduced Response Renormalization, a novel backward-pass framework designed to stabilize training for Deep Equilibrium Models (DEQs). This method addresses issues arising from near-singular Jacobians that can lead to unreliable gradients.

Source: arXiv · cs.LG

Reported by VERA Newswire.