Reinforcement Learning

Off-Policy Average Reward Actor-Critic with Deterministic Policy Search ICML 2023 Off-Policy Evaluation for Large Action Spaces via Conjunct Effect Modeling ICML 2023 One Policy is Enough: Parallel Exploration with a Single Policy is Near-Optimal for Reward-Free Reinforcement Learning AISTATS 2023 On Instance-Dependent Bounds for Offline Reinforcement Learning with Linear Function Approximation AAAI 2023 Online Nonstochastic Model-Free Reinforcement Learning NeurIPS 2023 Online Prototype Alignment for Few-shot Policy Transfer ICML 2023 Online Reinforcement Learning with Uncertain Episode Lengths AAAI 2023 On Many-Actions Policy Gradient ICML 2023 On the Challenges of Using Reinforcement Learning in Precision Drug Dosing: Delay and Prolongedness of Action Effects AAAI 2023 On The Convergence Of Policy Iteration-Based Reinforcement Learning With Monte Carlo Policy Evaluation AISTATS 2023 On the Convergence of SARSA with Linear Function Approximation ICML 2023 On the Effectiveness of Offline RL for Dialogue Response Generation ICML 2023 On the Occupancy Measure of Non-Markovian Policies in Continuous MDPs ICML 2023 On the Power of Pre-training for Generalization in RL: Provable Benefits and Hardness ICML 2023 Optimal Contextual Bandits with Knapsacks under Realizability via Regression Oracles AISTATS 2023 Optimal Horizon-Free Reward-Free Exploration for Linear Mixture MDPs ICML 2023 Optimism and Delays in Episodic Reinforcement Learning AISTATS 2023 Optimistic Planning by Regularized Dynamic Programming ICML 2023 Optimistic Whittle Index Policy: Online Learning for Restless Bandits AAAI 2023 Optimizing Prompts for Text-to-Image Generation NeurIPS 2023 OPT-R: Exploring the Role of Explanations in Finetuning and Prompting for Reasoning Skills of Large Language Models ACL 2023 Oracle-free Reinforcement Learning in Mean-Field Games along a Single Sample Path AISTATS 2023 Oracles & Followers: Stackelberg Equilibria in Deep Multi-Agent Reinforcement Learning ICML 2023 PAC-Bayesian Offline Contextual Bandits With Guarantees ICML 2023 Performative Reinforcement Learning ICML 2023