conftrace_

adversarial reward

10 papers

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Co-occurring keywords

regret bound (1926) multi-armed bandit (1098) linear mixture mdp (13) policy optimization (657) online learning (1777) online algorithm (445) stochastic reward (17) markov decision process (790) dynamic regret (94) reinforcement learning (4352)

Papers

Near-Optimal Dynamic Regret for Adversarial Linear Mixture MDPs NIPS 2024
Dynamic Regret of Adversarial Linear Mixture MDPs NIPS 2023
Near-optimal Policy Optimization Algorithms for Learning Adversarial Linear Mixture MDPs AISTATS 2022
Regularized Policies are Reward Robust AISTATS 2021
Adaptive Discretization for Adversarial Lipschitz Bandits COLT 2021
Provably Efficient Exploration in Policy Optimization ICML 2020
Improved Sleeping Bandits with Stochastic Action Sets and Adversarial Rewards ICML 2020
Large Scale Markov Decision Processes with Changing Rewards NIPS 2019
Best of both worlds: Stochastic & adversarial best-arm identification COLT 2018
The Best of Both Worlds: Stochastic and Adversarial Bandits COLT 2012