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Model-based Reinforcement Learning

Papers

Showing 5175 of 708 papers

TitleStatusHype
Dynamics-Aware Unsupervised Skill DiscoveryCode1
Mismatched No More: Joint Model-Policy Optimization for Model-Based RLCode1
DyNODE: Neural Ordinary Differential Equations for Dynamics Modeling in Continuous ControlCode1
Model-based Policy Optimization with Unsupervised Model AdaptationCode1
Fast Online Adaptation in Robotics through Meta-Learning Embeddings of Simulated PriorsCode1
Model-Based Reinforcement Learning with Isolated ImaginationsCode1
Efficient Model-Based Reinforcement Learning through Optimistic Policy Search and PlanningCode1
Efficient Multi-agent Reinforcement Learning by PlanningCode1
Model-Predictive Control via Cross-Entropy and Gradient-Based OptimizationCode1
Models, Pixels, and Rewards: Evaluating Design Trade-offs in Visual Model-Based Reinforcement LearningCode1
Neural Game Engine: Accurate learning of generalizable forward models from pixelsCode1
Objective Mismatch in Model-based Reinforcement LearningCode1
Improving Model-Based Reinforcement Learning with Internal State Representations through Self-SupervisionCode1
Generating Code World Models with Large Language Models Guided by Monte Carlo Tree SearchCode1
Bridging Imagination and Reality for Model-Based Deep Reinforcement LearningCode1
HarmonyDream: Task Harmonization Inside World ModelsCode1
Causal Reinforcement Learning using Observational and Interventional DataCode1
Causal Dynamics Learning for Task-Independent State AbstractionCode1
Integrated Decision and Control: Towards Interpretable and Computationally Efficient Driving IntelligenceCode1
Bidirectional Model-based Policy OptimizationCode1
Combining Semantic Guidance and Deep Reinforcement Learning For Generating Human Level PaintingsCode1
A Safe and Data-efficient Model-based Reinforcement Learning System for HVAC ControlCode1
Consciousness-Inspired Spatio-Temporal Abstractions for Better Generalization in Reinforcement LearningCode1
Context-aware Dynamics Model for Generalization in Model-Based Reinforcement LearningCode1
Drama: Mamba-Enabled Model-Based Reinforcement Learning Is Sample and Parameter EfficientCode1
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