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02/21/2023
Provably Efficient Exploration in Quantum Reinforcement Learning with Logarithmic Worst-Case Regret
While quantum reinforcement learning (RL) has attracted a surge of atten...
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10/27/2022
Provable Sim-to-real Transfer in Continuous Domain with Partial Observations
Sim-to-real transfer trains RL agents in the simulated environments and ...
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10/07/2021
Near-Optimal Reward-Free Exploration for Linear Mixture MDPs with Plug-in Solver
Although model-based reinforcement learning (RL) approaches are consider...
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10/07/2021
Understanding Domain Randomization for Sim-to-real Transfer
Reinforcement learning encounters many challenges when applied directly ...
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02/08/2021
Near-optimal Representation Learning for Linear Bandits and Linear RL
This paper studies representation learning for multi-task linear bandits...
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08/31/2020
Efficient Reinforcement Learning in Factored MDPs with Application to Constrained RL
Reinforcement learning (RL) in episodic, factored Markov decision proces...
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04/12/2019