Improving Adversarial Robustness of DEQs with Explicit Regulations Along the Neural Dynamics

Zonghan Yang, Peng Li, Tianyu Pang +1

Deep equilibrium (DEQ) models replace the multiple-layer stacking of conventional deep networks with a fixed-point iteration of a single-layer transformation. Having been demonstra…