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Preprint Aug 2026

Projection-Free Bandit Online Optimization for Multi-Agent Systems with Dynamic Regret

This paper proposes a distributed bandit online feedback optimization algorithm that relies solely on real-time input-output data and establishes a sublinear dynamic regret bound that depends on a temporal variation measure of system non-stationarity.

Xia Jiang, Lu Liu, Gang Feng · 0 citations

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