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model-based reinforcement learning

521 papers

MBRL MODEL-BASED RL

Papers

The Edge-of-Reach Problem in Offline Model-Based Reinforcement Learning NeurIPS 2024 The Surprising Ineffectiveness of Pre-Trained Visual Representations for Model-Based Reinforcement Learning NeurIPS 2024 Timing as an Action: Learning When to Observe and Act AISTATS 2024 Tree Search-Based Policy Optimization under Stochastic Execution Delay ICLR 2024 Trust the Model Where It Trusts Itself - Model-Based Actor-Critic with Uncertainty-Aware Rollout Adaption ICML 2024 Value-Distributional Model-Based Reinforcement Learning JMLR 2024 Vista: A Generalizable Driving World Model with High Fidelity and Versatile Controllability NeurIPS 2024 When to Sense and Control? A Time-adaptive Approach for Continuous-Time RL NeurIPS 2024 WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment NeurIPS 2024 Adaptation Augmented Model-based Policy Optimization JMLR 2023 Adversarial Model for Offline Reinforcement Learning NeurIPS 2023 A Robust Test for the Stationarity Assumption in Sequential Decision Making ICML 2023 Become a Proficient Player with Limited Data through Watching Pure Videos ICLR 2023 Bellman Meets Hawkes: Model-Based Reinforcement Learning via Temporal Point Processes AAAI 2023 Bridging Active Exploration and Uncertainty-Aware Deployment Using Probabilistic Ensemble Neural Network Dynamics RSS 2023 Choreographer: Learning and Adapting Skills in Imagination ICLR 2023 CLARE: Conservative Model-Based Reward Learning for Offline Inverse Reinforcement Learning ICLR 2023 Contrastive Value Learning: Implicit Models for Simple Offline RL CoRL 2023 Curious Replay for Model-based Adaptation ICML 2023 Diminishing Return of Value Expansion Methods in Model-Based Reinforcement Learning ICLR 2023 Double Duality: Variational Primal-Dual Policy Optimization for Constrained Reinforcement Learning JMLR 2023 Dream to Generalize: Zero-Shot Model-Based Reinforcement Learning for Unseen Visual Distractions AAAI 2023 Dynamic Update-to-Data Ratio: Minimizing World Model Overfitting ICLR 2023 EDGI: Equivariant Diffusion for Planning with Embodied Agents NeurIPS 2023 Efficient Exploration in Continuous-time Model-based Reinforcement Learning NeurIPS 2023