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model-based reinforcement learning

521 papers

MBRL MODEL-BASED RL

Papers

Hill Climbing on Value Estimates for Search-control in Dyna IJCAI 2019 Imagined Value Gradients: Model-Based Policy Optimization with Tranferable Latent Dynamics Models CoRL 2019 Improvisation through Physical Understanding: Using Novel Objects As Tools with Visual Foresight RSS 2019 Incremental Learning of Planning Actions in Model-Based Reinforcement Learning IJCAI 2019 IPOMDP-Net: A Deep Neural Network for Partially Observable Multi-Agent Planning Using Interactive POMDPs AAAI 2019 Learning Latent Dynamics for Planning from Pixels ICML 2019 Learning to Adapt in Dynamic, Real-World Environments through Meta-Reinforcement Learning ICLR 2019 Learning to Paint With Model-Based Deep Reinforcement Learning ICCV 2019 Learning to Predict Without Looking Ahead: World Models Without Forward Prediction NeurIPS 2019 Model-Based Reinforcement Learning Exploiting State-Action Equivalence ACML 2019 Model-based RL in Contextual Decision Processes: PAC bounds and Exponential Improvements over Model-free Approaches COLT 2019 Modeling the Long Term Future in Model-Based Reinforcement Learning ICLR 2019 Model Learning for Look-Ahead Exploration in Continuous Control AAAI 2019 Multi-Agent Reinforcement Learning with Multi-Step Generative Models CoRL 2019 Non-Stationary Markov Decision Processes, a Worst-Case Approach using Model-Based Reinforcement Learning NeurIPS 2019 Planning with Expectation Models IJCAI 2019 Policy Optimization with Model-Based Explorations AAAI 2019 Regularizing Model-Based Planning with Energy-Based Models CoRL 2019 Regularizing Trajectory Optimization with Denoising Autoencoders NeurIPS 2019 Robust exploration in linear quadratic reinforcement learning NeurIPS 2019 Shaping Belief States with Generative Environment Models for RL NeurIPS 2019 SOLAR: Deep Structured Representations for Model-Based Reinforcement Learning ICML 2019 Structured agents for physical construction ICML 2019 Tight Regret Bounds for Model-Based Reinforcement Learning with Greedy Policies NeurIPS 2019 Variational Inference MPC for Bayesian Model-based Reinforcement Learning CoRL 2019