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Model-based Reinforcement Learning

Papers

Showing 2650 of 708 papers

TitleStatusHype
Drama: Mamba-Enabled Model-Based Reinforcement Learning Is Sample and Parameter EfficientCode1
Diminishing Return of Value Expansion Methods in Model-Based Reinforcement LearningCode1
Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement LearningCode1
Learning Latent Dynamic Robust Representations for World ModelsCode1
Learning Neuro-Symbolic Relational Transition Models for Bilevel PlanningCode1
Dream and Search to Control: Latent Space Planning for Continuous ControlCode1
Efficient Model-Based Reinforcement Learning through Optimistic Policy Search and PlanningCode1
Control-Oriented Model-Based Reinforcement Learning with Implicit DifferentiationCode1
Context-aware Dynamics Model for Generalization in Model-Based Reinforcement LearningCode1
Consciousness-Inspired Spatio-Temporal Abstractions for Better Generalization in Reinforcement LearningCode1
Continual Model-Based Reinforcement Learning with HypernetworksCode1
An Experimental Design Perspective on Model-Based Reinforcement LearningCode1
Continuous-Time Model-Based Reinforcement LearningCode1
Causal Reinforcement Learning using Observational and Interventional DataCode1
Delay-Aware Model-Based Reinforcement Learning for Continuous ControlCode1
Diminishing Return of Value Expansion MethodsCode1
DISCOVER: Deep identification of symbolically concise open-form PDEs via enhanced reinforcement-learningCode1
A Distributional Analogue to the Successor RepresentationCode1
A Relational Intervention Approach for Unsupervised Dynamics Generalization in Model-Based Reinforcement LearningCode1
Dream to Drive with Predictive Individual World ModelCode1
Dynamics-Aware Unsupervised Discovery of SkillsCode1
Causal Dynamics Learning for Task-Independent State AbstractionCode1
Fast Online Adaptation in Robotics through Meta-Learning Embeddings of Simulated PriorsCode1
HarmonyDream: Task Harmonization Inside World ModelsCode1
A Safe and Data-efficient Model-based Reinforcement Learning System for HVAC ControlCode1
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