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Model-based Reinforcement Learning

Papers

Showing 101125 of 708 papers

TitleStatusHype
A New View on Planning in Online Reinforcement Learning0
Trust the Model Where It Trusts Itself -- Model-Based Actor-Critic with Uncertainty-Aware Rollout AdaptionCode0
Adaptive Horizon Actor-Critic for Policy Learning in Contact-Rich Differentiable Simulation0
Partial Models for Building Adaptive Model-Based Reinforcement Learning Agents0
Safe Deep Model-Based Reinforcement Learning with Lyapunov FunctionsCode0
iVideoGPT: Interactive VideoGPTs are Scalable World ModelsCode2
Neuromorphic dreaming: A pathway to efficient learning in artificial agentsCode0
Generating Code World Models with Large Language Models Guided by Monte Carlo Tree SearchCode1
Efficient Multi-agent Reinforcement Learning by PlanningCode1
Learning Latent Dynamic Robust Representations for World ModelsCode1
Model-based reinforcement learning for protein backbone design0
Continual Model-based Reinforcement Learning for Data Efficient Wireless Network Optimisation0
CompilerDream: Learning a Compiler World Model for General Code OptimizationCode1
A Note on Loss Functions and Error Compounding in Model-based Reinforcement Learning0
Active Learning for Control-Oriented Identification of Nonlinear Systems0
Model-based Reinforcement Learning for Parameterized Action SpacesCode1
Active Exploration in Bayesian Model-based Reinforcement Learning for Robot Manipulation0
Exploiting Symmetry in Dynamics for Model-Based Reinforcement Learning with Asymmetric RewardsCode0
Deep Gaussian Covariance Network with Trajectory Sampling for Data-Efficient Policy SearchCode0
Robust Model Based Reinforcement Learning Using L_1 Adaptive Control0
SINDy-RL: Interpretable and Efficient Model-Based Reinforcement LearningCode2
Mastering Memory Tasks with World ModelsCode2
Go Beyond Black-box Policies: Rethinking the Design of Learning Agent for Interpretable and Verifiable HVAC ControlCode0
Dr. Strategy: Model-Based Generalist Agents with Strategic Dreaming0
Model-based deep reinforcement learning for accelerated learning from flow simulationsCode0
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