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math.OC2025
Last-Iterate Convergence: Zero-Sum Games and Constrained Min-Max Optimization
Constantinos Daskalakis, Ioannis Panageas
Motivated by applications in Game Theory, Optimization, and Generative Adversarial Networks, recent work of Daskalakis et al \cite{DISZ17} and follow-up work of Liang and Stokes \c…
math.OC2025
The Limit Points of (Optimistic) Gradient Descent in Min-Max Optimization
Constantinos Daskalakis, Ioannis Panageas
Motivated by applications in Optimization, Game Theory, and the training of Generative Adversarial Networks, the convergence properties of first order methods in min-max problems h…