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optimism principle

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regret bound (3) linear mixture model (1) incremental algorithm (1) risk-sensitive objective (1) distributional bellman operator (1) contextual linear bandit (1) asymptotic regret (1) optimism in uncertainty (1) optimistic policy learning (1) conditional value at risk (1)

Papers

Nearly Optimal Algorithms for Linear Contextual Bandits with Adversarial Corruptions NeurIPS 2022 An Asymptotically Optimal Primal-Dual Incremental Algorithm for Contextual Linear Bandits NeurIPS 2020 Being Optimistic to Be Conservative: Quickly Learning a CVaR Policy AAAI 2020 Model-Based Reinforcement Learning with Value-Targeted Regression ICML 2020 The End of Optimism? An Asymptotic Analysis of Finite-Armed Linear Bandits AISTATS 2017