Author

Tyler H. Summers

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Preprint Aug 2026

Best Response Dynamics for Zero-Sum Dynamic Games with Partial-Asymmetric Information

This work studies a class of zero-sum stochastic linear quadratic dynamic games (LQDGs) under partial and asymmetric information. Information asymmetry introduces fundamental challenges related to \textit{belief representation} and \textit{theory of mind}, where players must impute belief states and estimates of other...

Yuxiang Guan, Iman Shames, Tyler H. Summers · 0 citations

#machine learning Jan 2026

Solving the Offline and Online Min-Max Problem of Non-smooth Submodular-Concave Functions: A Zeroth-Order Approach

In expectation sense, it is proved the convergence of the algorithm to an $\epsilon$-saddle point in the offline case and, in the expectation sense, in the online setting, the algorithm achieves O(\sqrt{N(1+\bar{P}_N)})$ online duality gap.

Amir Ali Farzin, Yuen-Man Pun, Philipp Braun et al. · arXiv.org · 2 citations