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Mingyang Liu

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#machine learning Preprint Aug 2026

Constant Individual Regret in General Games

This work introduces \emph{ECHO-OFTRL}: optimistic follow-the-regularized-leader (OFTRL) equipped with an EMA cascade for high-order optimism (ECHO), where EMA denotes exponential moving average, and leverages a new form of optimism inspired by modern filter design.

Mingyang Liu, Gabriele Farina, A. Ozdaglar · 2 citations · ⚡2