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math.OC2025
H-invariance theory: A complete characterization of minimax optimal fixed-point algorithms
TaeHo Yoon, Ernest K. Ryu, Benjamin Grimmer
For nonexpansive fixed-point problems, Halpern's method with optimal parameters, its so-called H-dual algorithm, and in fact, an infinite family of algorithms containing them, all…
cs.LG2025
Multiplayer Federated Learning: Reaching Equilibrium with Less Communication
TaeHo Yoon, Sayantan Choudhury, Nicolas Loizou
Traditional Federated Learning (FL) approaches assume collaborative clients with aligned objectives working towards a shared global model. However, in many real-world scenarios, cl…