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Model-based Reinforcement Learning

Papers

Showing 601625 of 708 papers

TitleStatusHype
Hill Climbing on Value Estimates for Search-control in Dyna0
Iterative Model-Based Reinforcement Learning Using Simulations in the Differentiable Neural Computer0
Learning Powerful Policies by Using Consistent Dynamics ModelCode0
Model-Based Reinforcement Learning with a Generative Model is Minimax Optimal0
Machine Learning and System Identification for Estimation in Physical SystemsCode0
Safety Augmented Value Estimation from Demonstrations (SAVED): Safe Deep Model-Based RL for Sparse Cost Robotic TasksCode0
Combating the Compounding-Error Problem with a Multi-step Model0
Switching Linear Dynamics for Variational Bayes Filtering0
Tight Regret Bounds for Model-Based Reinforcement Learning with Greedy PoliciesCode0
Near-optimal Optimistic Reinforcement Learning using Empirical Bernstein Inequalities0
Automatic Machine Learning by Pipeline Synthesis using Model-Based Reinforcement Learning and a Grammar0
Deep Knowledge Based Agent: Learning to do tasks by self-thinking about imaginary worlds0
Deep Residual Reinforcement Learning0
Modeling the Long Term Future in Model-Based Reinforcement Learning0
Baconian: A Unified Open-source Framework for Model-Based Reinforcement LearningCode0
Non-Stationary Markov Decision Processes, a Worst-Case Approach using Model-Based Reinforcement Learning, Extended version0
Curious iLQR: Resolving Uncertainty in Model-based RL0
Self-Adapting Goals Allow Transfer of Predictive Models to New Tasks0
Planning with Expectation Models0
Regularizing Trajectory Optimization with Denoising Autoencoders0
ToyArchitecture: Unsupervised Learning of Interpretable Models of the WorldCode0
RLOC: Neurobiologically Inspired Hierarchical Reinforcement Learning Algorithm for Continuous Control of Nonlinear Dynamical Systems0
Learning Dynamics Model in Reinforcement Learning by Incorporating the Long Term Future0
Joint Perception and Control as Inference with an Object-based Implementation0
Model-Based Reinforcement Learning for AtariCode0
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