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sublinear regret bound

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sublinear regret (2) contextual bandit (2) smooth activation function (1) neural contextual bandit (1) kernel bandit (1) overparameterized neural network (1) linear contextual bandit (1) gaussian variational inference (1) linear bandit (1) greedy algorithm (1)

Papers

VITS : Variational Inference Thompson Sampling for contextual bandits ICML 2024 Local Anti-Concentration Class: Logarithmic Regret for Greedy Linear Contextual Bandit NeurIPS 2024 Provably and Practically Efficient Neural Contextual Bandits ICML 2023