conftrace_

low-rank mdp

10 papers

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Co-occurring keywords

representation learning (6206) reinforcement learning (4352) reward-free exploration (26) regret bound (1926) sample complexity (1169) function approximation (319) policy optimization (657) sample efficiency (472) real-world reinforcement learning (2) simulation transfer (1)

Papers

Model-Free Representation Learning and Exploration in Low-Rank MDPs JMLR 2024
Overcoming the Sim-to-Real Gap: Leveraging Simulation to Learn to Explore for Real-World RL NIPS 2024
Low-rank MDPs with Continuous Action Spaces AISTATS 2024
Learning Adversarial Low-rank Markov Decision Processes with Unknown Transition and Full-information Feedback NIPS 2023
Reinforcement Learning in Low-rank MDPs with Density Features ICML 2023
Provably Efficient Algorithm for Nonstationary Low-Rank MDPs NIPS 2023
Efficient Model-Free Exploration in Low-Rank MDPs NIPS 2023
The Benefits of Being Distributional: Small-Loss Bounds for Reinforcement Learning NIPS 2023
Provable Benefit of Multitask Representation Learning in Reinforcement Learning NIPS 2022
Agnostic Reinforcement Learning with Low-Rank MDPs and Rich Observations NIPS 2021