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Block Optimism for Nonstationary Bandits with Latent Linear Dynamics

We study an endogenous nonstationary stochastic bandit problem with latent linear dynamics, where actions affect both immediate rewards and the future evolution of an unobserved latent state.

By Taehyun Hwang, Hyunjun Choi, Heesang Ann, Min-hwan OharXiv - stat.ML

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Originally published by arXiv - stat.ML on Oct 2, 2026.

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