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confidence widening (1) drift tracking (1) non-stationary mdp (1) forgetting mechanism (1) non-stationary bandit (1) generalized linear bandit (1) upper confidence bound (1) optimistic exploration (1) dynamic regret (1) minimax optimality (1)

Papers

A Technical Note on Non-Stationary Parametric Bandits: Existing Mistakes and Preliminary Solutions ALT 2021 Reinforcement Learning for Non-Stationary Markov Decision Processes: The Blessing of (More) Optimism ICML 2020