model-based reinforcement learning

Analytic Planning under Uncertainty with Moment Closure UAI 2026 Beyond Single-Speed Reasoning: Coordinating Fast and Slow Dynamics for Efficient World Modeling AAAI 2026 Bootstrapping Personalized Insulin Therapy via Model-Based Reinforcement Learning: An In Silico Study AAAI 2026 Model-Based Reinforcement Learning under Random Observation Delays L4DC 2026 MrCoM: A Meta-Regularized World-Model Generalizing Across Multi-Scenarios AAAI 2026 Offline Reinforcement Learning for Rotation Profile Control in Tokamaks L4DC 2026 Perceiving the Knowledge Boundary: Uncertainty-Guided Exploration and Imagination for World Models AAAI 2026 Planning in Branch-and-Bound: Model-Based Reinforcement Learning for Exact Combinatorial Optimization AAAI 2026 Pre-Trained Video Generative Models as World Simulators AAAI 2026 Provably Efficient Reinforcement Learning in Continuous-Time Episodic MDPs with Poisson Decision Epochs UAI 2026 Reliability-Guaranteed and Reward-Seeking Sequence Modeling for Model-Based Offline Reinforcement Learning AAAI 2026 TD-M(PC)$^2$: Improving Temporal Difference MPC Through Policy Constraint L4DC 2026 WOMBET: World Model-based Experience Transfer for Robust and Sample-efficient Reinforcement Learning L4DC 2026 Acting Beyond Learning: Imagination-Assisted Decision-Making in the Visual-based Multi-Agent Cooperative Scenarios AAAI 2025 Action-Conditioned Hamiltonian Generative Networks (AC-HGN) for Supervised and Reinforcement Learning L4DC 2025 ActSafe: Active Exploration with Safety Constraints for Reinforcement Learning ICLR 2025 Any-step Dynamics Model Improves Future Predictions for Online and Offline Reinforcement Learning ICLR 2025 Bisimulation Metric for Model Predictive Control ICLR 2025 Bootstrapped Model Predictive Control ICLR 2025 Data-driven optimal control of unknown nonlinear dynamical systems using the Koopman operator L4DC 2025 Differentiable Information Enhanced Model-Based Reinforcement Learning AAAI 2025 Drama: Mamba-Enabled Model-Based Reinforcement Learning Is Sample and Parameter Efficient ICLR 2025 Dream to Chat: Model-based Reinforcement Learning on Dialogues with User Belief Modeling EMNLP 2025 Efficient Exploration and Discriminative World Model Learning with an Object-Centric Abstraction ICLR 2025 Efficient Model-Based Reinforcement Learning Through Optimistic Thompson Sampling ICLR 2025