Near-Optimal Pure Single-Loop Extragradient Method for Strongly Convex--Strongly Concave Minimax Optimization
A pure single-loop damped extragradient method achieves last-iterate linear convergence for strongly convex–strongly concave minimax optimization with near-optimal gradient complexity.