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Reinforcement Learning

2,944 papers

Papers per year

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284
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Papers

OPT-R: Exploring the Role of Explanations in Finetuning and Prompting for Reasoning Skills of Large Language Models ACL 2023
Reinforcement Learning for Solving Stochastic Vehicle Routing Problem ACML 2023
Finding Regularized Competitive Equilibria of Heterogeneous Agent Macroeconomic Models via Reinforcement Learning AISTATS 2023
Sample Complexity of Kernel-Based Q-Learning AISTATS 2023
One Policy is Enough: Parallel Exploration with a Single Policy is Near-Optimal for Reward-Free Reinforcement Learning AISTATS 2023
Group Distributionally Robust Reinforcement Learning with Hierarchical Latent Variables AISTATS 2023
Conformal Off-Policy Prediction AISTATS 2023
Nearly Optimal Latent State Decoding in Block MDPs AISTATS 2023
A Finite Sample Complexity Bound for Distributionally Robust Q-learning AISTATS 2023
Provably Efficient Reinforcement Learning via Surprise Bound AISTATS 2023
Learning While Scheduling in Multi-Server Systems With Unknown Statistics: MaxWeight with Discounted UCB AISTATS 2023
Multi-task Representation Learning with Stochastic Linear Bandits AISTATS 2023
Optimal Contextual Bandits with Knapsacks under Realizability via Regression Oracles AISTATS 2023
Boosted Off-Policy Learning AISTATS 2023
Reinforcement Learning for Adaptive Mesh Refinement AISTATS 2023
Optimism and Delays in Episodic Reinforcement Learning AISTATS 2023
Dueling RL: Reinforcement Learning with Trajectory Preferences AISTATS 2023
Distributionally Robust Policy Gradient for Offline Contextual Bandits AISTATS 2023
Provably Efficient Model-Free Algorithms for Non-stationary CMDPs AISTATS 2023
Identification of Blackwell Optimal Policies for Deterministic MDPs AISTATS 2023
Minimax-Bayes Reinforcement Learning AISTATS 2023
Multi-Agent congestion cost minimization with linear function approximations AISTATS 2023
Risk-aware linear bandits with convex loss AISTATS 2023
Model-Based Uncertainty in Value Functions AISTATS 2023
Multiple-policy High-confidence Policy Evaluation AISTATS 2023