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cs.GT2021
Towards convergence to Nash equilibria in two-team zero-sum games
Fivos Kalogiannis, Ioannis Panageas, Emmanouil-Vasileios Vlatakis-Gkaragkounis
Contemporary applications of machine learning in two-team e-sports and the superior expressivity of multi-agent generative adversarial networks raise important and overlooked theor…
math.OC2021
Frequency-Domain Representation of First-Order Methods: A Simple and Robust Framework of Analysis
Ioannis Anagnostides, Ioannis Panageas
Motivated by recent applications in min-max optimization, we employ tools from nonlinear control theory in order to analyze a class of "historical" gradient-based methods, for whic…