| Exploring Model-based Planning with Policy Networks | Jun 20, 2019 | Benchmarkingmodel | CodeCode Available | 0 |
| Calibrated Model-Based Deep Reinforcement Learning | Jun 19, 2019 | Deep Reinforcement Learningmodel | CodeCode Available | 0 |
| Hill Climbing on Value Estimates for Search-control in Dyna | Jun 18, 2019 | Model-based Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Iterative Model-Based Reinforcement Learning Using Simulations in the Differentiable Neural Computer | Jun 17, 2019 | Lifelong learningModel-based Reinforcement Learning | —Unverified | 0 |
| Learning Powerful Policies by Using Consistent Dynamics Model | Jun 11, 2019 | Atari Gamesmodel | CodeCode Available | 0 |
| Model-Based Reinforcement Learning with a Generative Model is Minimax Optimal | Jun 10, 2019 | modelModel-based Reinforcement Learning | —Unverified | 0 |
| Machine Learning and System Identification for Estimation in Physical Systems | Jun 5, 2019 | BIG-bench Machine LearningFriction | CodeCode Available | 0 |
| Safety Augmented Value Estimation from Demonstrations (SAVED): Safe Deep Model-Based RL for Sparse Cost Robotic Tasks | May 31, 2019 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Combating the Compounding-Error Problem with a Multi-step Model | May 30, 2019 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Switching Linear Dynamics for Variational Bayes Filtering | May 29, 2019 | Bayesian InferenceModel-based Reinforcement Learning | —Unverified | 0 |
| Tight Regret Bounds for Model-Based Reinforcement Learning with Greedy Policies | May 27, 2019 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Near-optimal Optimistic Reinforcement Learning using Empirical Bernstein Inequalities | May 27, 2019 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Automatic Machine Learning by Pipeline Synthesis using Model-Based Reinforcement Learning and a Grammar | May 24, 2019 | AutoMLBayesian Optimization | —Unverified | 0 |
| Deep Knowledge Based Agent: Learning to do tasks by self-thinking about imaginary worlds | May 16, 2019 | Knowledge Base ConstructionMeta-Learning | —Unverified | 0 |
| Deep Residual Reinforcement Learning | May 3, 2019 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Modeling the Long Term Future in Model-Based Reinforcement Learning | May 1, 2019 | Imitation LearningModel-based Reinforcement Learning | —Unverified | 0 |
| Baconian: A Unified Open-source Framework for Model-Based Reinforcement Learning | Apr 23, 2019 | Autonomous DrivingModel-based Reinforcement Learning | CodeCode Available | 0 |
| Non-Stationary Markov Decision Processes, a Worst-Case Approach using Model-Based Reinforcement Learning, Extended version | Apr 22, 2019 | Model-based Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Curious iLQR: Resolving Uncertainty in Model-based RL | Apr 15, 2019 | modelModel-based Reinforcement Learning | —Unverified | 0 |
| Self-Adapting Goals Allow Transfer of Predictive Models to New Tasks | Apr 4, 2019 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Planning with Expectation Models | Apr 2, 2019 | Model-based Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Regularizing Trajectory Optimization with Denoising Autoencoders | Mar 28, 2019 | DenoisingModel-based Reinforcement Learning | —Unverified | 0 |
| ToyArchitecture: Unsupervised Learning of Interpretable Models of the World | Mar 20, 2019 | Model-based Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| RLOC: Neurobiologically Inspired Hierarchical Reinforcement Learning Algorithm for Continuous Control of Nonlinear Dynamical Systems | Mar 7, 2019 | continuous-controlContinuous Control | —Unverified | 0 |
| Learning Dynamics Model in Reinforcement Learning by Incorporating the Long Term Future | Mar 5, 2019 | Imitation LearningModel-based Reinforcement Learning | —Unverified | 0 |
