model-free reinforcement learning

Online Nonstochastic Model-Free Reinforcement Learning NeurIPS 2023 Provably Efficient Model-Free Algorithms for Non-stationary CMDPs AISTATS 2023 Provably Efficient Model-free RL in Leader-Follower MDP with Linear Function Approximation L4DC 2023 Regret-Optimal Model-Free Reinforcement Learning for Discounted MDPs with Short Burn-In Time NeurIPS 2023 Safe and Efficient Reinforcement Learning using Disturbance-Observer-Based Control Barrier Functions L4DC 2023 Sample Efficient Model-free Reinforcement Learning from LTL Specifications with Optimality Guarantees IJCAI 2023 Self-Supervised Reinforcement Learning that Transfers using Random Features NeurIPS 2023 Sharper Model-free Reinforcement Learning for Average-reward Markov Decision Processes COLT 2023 VOQL: Towards Optimal Regret in Model-free RL with Nonlinear Function Approximation COLT 2023 Accelerating Model-Free Policy Optimization Using Model-Based Gradient: A Composite Optimization Perspective L4DC 2022 A Provably-Efficient Model-Free Algorithm for Infinite-Horizon Average-Reward Constrained Markov Decision Processes AAAI 2022 Bridging Model-based Safety and Model-free Reinforcement Learning through System Identification of Low Dimensional Linear Models RSS 2022 DARA: Dynamics-Aware Reward Augmentation in Offline Reinforcement Learning ICLR 2022 Efficient Reinforcement Learning in Block MDPs: A Model-free Representation Learning approach ICML 2022 Enhancing Safe Exploration Using Safety State Augmentation NeurIPS 2022 Irrational, but Adaptive and Goal Oriented: Humans Interacting with Autonomous Agents IJCAI 2022 Making Linear MDPs Practical via Contrastive Representation Learning ICML 2022 Mastering Visual Continuous Control: Improved Data-Augmented Reinforcement Learning ICLR 2022 On-Policy Model Errors in Reinforcement Learning ICLR 2022 Pessimistic Q-Learning for Offline Reinforcement Learning: Towards Optimal Sample Complexity ICML 2022 Recurrent Model-Free RL Can Be a Strong Baseline for Many POMDPs ICML 2022 Relational Reasoning via Set Transformers: Provable Efficiency and Applications to MARL NeurIPS 2022 Counterfactual Credit Assignment in Model-Free Reinforcement Learning ICML 2021 Improving Sample Efficiency in Model-Free Reinforcement Learning from Images AAAI 2021 Model-Free Reinforcement Learning: from Clipped Pseudo-Regret to Sample Complexity ICML 2021