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model-based reinforcement learning

521 papers

MBRL MODEL-BASED RL

Papers

Model-Based Uncertainty in Value Functions AISTATS 2023 Model-Bellman Inconsistency for Model-based Offline Reinforcement Learning ICML 2023 Models as Agents: Optimizing Multi-Step Predictions of Interactive Local Models in Model-Based Multi-Agent Reinforcement Learning AAAI 2023 MoDem: Accelerating Visual Model-Based Reinforcement Learning with Demonstrations ICLR 2023 MOTO: Offline Pre-training to Online Fine-tuning for Model-based Robot Learning CoRL 2023 Multi-Step Generalized Policy Improvement by Leveraging Approximate Models NeurIPS 2023 Neural Laplace Control for Continuous-time Delayed Systems AISTATS 2023 Offline Model-Based Reinforcement Learning for Tokamak Control L4DC 2023 On Many-Actions Policy Gradient ICML 2023 On the Feasibility of Cross-Task Transfer with Model-Based Reinforcement Learning ICLR 2023 On the Sample Complexity of Vanilla Model-Based Offline Reinforcement Learning with Dependent Samples AAAI 2023 Optimal Exploration for Model-Based RL in Nonlinear Systems NeurIPS 2023 Optimistic Active Exploration of Dynamical Systems NeurIPS 2023 Optimistic Thompson Sampling-based algorithms for episodic reinforcement learning UAI 2023 Physics-Informed Model-Based Reinforcement Learning L4DC 2023 Planning and Learning for Non-markovian Negative Side Effects Using Finite State Controllers AAAI 2023 Posterior Coreset Construction with Kernelized Stein Discrepancy for Model-Based Reinforcement Learning AAAI 2023 Posterior Sampling for Deep Reinforcement Learning ICML 2023 Predictable MDP Abstraction for Unsupervised Model-Based RL ICML 2023 Pre-training Contextualized World Models with In-the-wild Videos for Reinforcement Learning NeurIPS 2023 Probabilistic Safeguard for Reinforcement Learning Using Safety Index Guided Gaussian Process Models L4DC 2023 Provably Efficient Adversarial Imitation Learning with Unknown Transitions UAI 2023 Provably Efficient Causal Model-Based Reinforcement Learning for Systematic Generalization AAAI 2023 Reader: Model-based language-instructed reinforcement learning EMNLP 2023 Refining Diffusion Planner for Reliable Behavior Synthesis by Automatic Detection of Infeasible Plans NeurIPS 2023