Model-Based RL

Constrained Latent Action Policies for Model-Based Offline Reinforcement Learning NeurIPS 2024 Constrained Reinforcement Learning Under Model Mismatch ICML 2024 COPlanner: Plan to Roll Out Conservatively but to Explore Optimistically for Model-Based RL ICLR 2024 Coprocessor Actor Critic: A Model-Based Reinforcement Learning Approach For Adaptive Brain Stimulation ICML 2024 Decision-Focused Model-based Reinforcement Learning for Reward Transfer MLHC 2024 Deterministic Uncertainty Propagation for Improved Model-Based Offline Reinforcement Learning NeurIPS 2024 Do Transformer World Models Give Better Policy Gradients? ICML 2024 DreamSmooth: Improving Model-based Reinforcement Learning via Reward Smoothing ICLR 2024 Dr. Strategy: Model-Based Generalist Agents with Strategic Dreaming ICML 2024 Efficient Multi-agent Reinforcement Learning by Planning ICLR 2024 Efficient World Models with Context-Aware Tokenization ICML 2024 Eluder-based Regret for Stochastic Contextual MDPs ICML 2024 Environment Design for Inverse Reinforcement Learning ICML 2024 EVaDE : Event-Based Variational Thompson Sampling for Model-Based Reinforcement Learning ACML 2024 Expert Proximity as Surrogate Rewards for Single Demonstration Imitation Learning ICML 2024 Exploring Under Constraints with Model-Based Actor-Critic and Safety Filters CoRL 2024 Fine-Grained Causal Dynamics Learning with Quantization for Improving Robustness in Reinforcement Learning ICML 2024 Finite Time Logarithmic Regret Bounds for Self-Tuning Regulation ICML 2024 Free from Bellman Completeness: Trajectory Stitching via Model-based Return-conditioned Supervised Learning ICLR 2024 Genie: Generative Interactive Environments ICML 2024 Guided Reinforcement Learning for Robust Multi-Contact Loco-Manipulation CoRL 2024 HarmonyDream: Task Harmonization Inside World Models ICML 2024 Hieros: Hierarchical Imagination on Structured State Space Sequence World Models ICML 2024 Hybrid Inverse Reinforcement Learning ICML 2024 Improving Sample Efficiency of Model-Free Algorithms for Zero-Sum Markov Games ICML 2024