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Model-based Reinforcement Learning

Papers

Showing 101150 of 708 papers

TitleStatusHype
Context-aware Dynamics Model for Generalization in Model-Based Reinforcement LearningCode1
Continual Model-Based Reinforcement Learning with HypernetworksCode1
Improving Model-Based Reinforcement Learning with Internal State Representations through Self-SupervisionCode1
Learning Task Informed AbstractionsCode1
Continuous-Time Model-Based Reinforcement LearningCode1
On the Feasibility of Cross-Task Transfer with Model-Based Reinforcement LearningCode1
Mismatched No More: Joint Model-Policy Optimization for Model-Based RLCode1
Pre-training Contextualized World Models with In-the-wild Videos for Reinforcement LearningCode1
Efficient Model-Based Reinforcement Learning through Optimistic Policy Search and PlanningCode1
Control-Oriented Model-Based Reinforcement Learning with Implicit DifferentiationCode1
HarmonyDream: Task Harmonization Inside World ModelsCode1
Model-based Reinforcement Learning for Parameterized Action SpacesCode1
Objective Mismatch in Model-based Reinforcement LearningCode1
Dream to Drive with Predictive Individual World ModelCode1
Neuromorphic dreaming: A pathway to efficient learning in artificial agentsCode0
Baconian: A Unified Open-source Framework for Model-Based Reinforcement LearningCode0
Non-Stationary Markov Decision Processes, a Worst-Case Approach using Model-Based Reinforcement LearningCode0
Model-Based Reinforcement Learning with Adversarial Training for Online RecommendationCode0
Model-Ensemble Trust-Region Policy OptimizationCode0
Non-zero-sum Game Control for Multi-vehicle Driving via Reinforcement LearningCode0
Model-Based Reinforcement Learning via Meta-Policy OptimizationCode0
Model-Based Reinforcement Learning for AtariCode0
Counterfactual experience augmented off-policy reinforcement learningCode0
A Model-Based Reinforcement Learning with Adversarial Training for Online RecommendationCode0
Bayes-Adaptive Deep Model-Based Policy OptimisationCode0
Neural Network Dynamics for Model-Based Deep Reinforcement Learning with Model-Free Fine-TuningCode0
Coprocessor Actor Critic: A Model-Based Reinforcement Learning Approach For Adaptive Brain StimulationCode0
A Unified View on Solving Objective Mismatch in Model-Based Reinforcement LearningCode0
Adaptive Discretization for Model-Based Reinforcement LearningCode0
A Unified Framework for Alternating Offline Model Training and Policy LearningCode0
Augmenting Replay in World Models for Continual Reinforcement LearningCode0
Mode-constrained Model-based Reinforcement Learning via Gaussian ProcessesCode0
Algorithmic Framework for Model-based Deep Reinforcement Learning with Theoretical GuaranteesCode0
Model-Advantage and Value-Aware Models for Model-Based Reinforcement Learning: Bridging the Gap in Theory and PracticeCode0
Asynchronous Methods for Model-Based Reinforcement LearningCode0
Machine Learning and System Identification for Estimation in Physical SystemsCode0
Continual Reinforcement Learning for HVAC Systems Control: Integrating Hypernetworks and Transfer LearningCode0
Live in the Moment: Learning Dynamics Model Adapted to Evolving PolicyCode0
Look Before You Leap: Bridging Model-Free and Model-Based Reinforcement Learning for Planned-Ahead Vision-and-Language NavigationCode0
Model-based deep reinforcement learning for accelerated learning from flow simulationsCode0
Learning to Fly via Deep Model-Based Reinforcement LearningCode0
A General Framework for Structured Learning of Mechanical SystemsCode0
A Simple Decentralized Cross-Entropy MethodCode0
Learning the Reward Function for a Misspecified ModelCode0
Lipschitz Continuity in Model-based Reinforcement LearningCode0
Object-Oriented Dynamics PredictorCode0
Learning Multimodal Transition Dynamics for Model-Based Reinforcement LearningCode0
Learning Powerful Policies by Using Consistent Dynamics ModelCode0
Learning Modular Robot Control PoliciesCode0
CEM-GD: Cross-Entropy Method with Gradient Descent Planner for Model-Based Reinforcement LearningCode0
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