| 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 |
| Joint Perception and Control as Inference with an Object-based Implementation | Mar 4, 2019 | Bayesian InferenceDecision Making | —Unverified | 0 |
| Model-Based Reinforcement Learning for Atari | Mar 1, 2019 | Atari GamesAtari Games 100k | CodeCode Available | 0 |
| A General Framework for Structured Learning of Mechanical Systems | Feb 22, 2019 | Model-based Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| PIPPS: Flexible Model-Based Policy Search Robust to the Curse of Chaos | Feb 4, 2019 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Belief dynamics extraction | Feb 2, 2019 | Model-based Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Successor Features Combine Elements of Model-Free and Model-based Reinforcement Learning | Jan 31, 2019 | Decision Makingmodel | —Unverified | 0 |
| Multi-Agent Reinforcement Learning with Multi-Step Generative Models | Jan 29, 2019 | continuous-controlContinuous Control | —Unverified | 0 |
| Low Level Control of a Quadrotor with Deep Model-Based Reinforcement Learning | Jan 11, 2019 | GPUModel-based Reinforcement Learning | —Unverified | 0 |
| Accelerating Goal-Directed Reinforcement Learning by Model Characterization | Jan 4, 2019 | modelModel-based Reinforcement Learning | —Unverified | 0 |
| Optimal Decision-Making in Mixed-Agent Partially Observable Stochastic Environments via Reinforcement Learning | Jan 4, 2019 | Decision MakingImage Segmentation | —Unverified | 0 |
| Generative Adversarial User Model for Reinforcement Learning Based Recommendation System | Dec 27, 2018 | Generative Adversarial NetworkModel-based Reinforcement Learning | CodeCode Available | 0 |
| VMAV-C: A Deep Attention-based Reinforcement Learning Algorithm for Model-based Control | Dec 24, 2018 | Deep AttentionModel-based Reinforcement Learning | —Unverified | 0 |
| Deep Online Learning via Meta-Learning: Continual Adaptation for Model-Based RL | Dec 18, 2018 | Meta-LearningModel-based Reinforcement Learning | —Unverified | 0 |
| Mitigating Planner Overfitting in Model-Based Reinforcement Learning | Dec 3, 2018 | modelModel-based Reinforcement Learning | —Unverified | 0 |
| Iterative Value-Aware Model Learning | Dec 1, 2018 | modelModel-based Reinforcement Learning | —Unverified | 0 |
| Learning State Representations in Complex Systems with Multimodal Data | Nov 27, 2018 | Anomaly DetectionDisentanglement | —Unverified | 0 |
| A Model-Based Reinforcement Learning Approach for a Rare Disease Diagnostic Task | Nov 25, 2018 | DiagnosticModel-based Reinforcement Learning | —Unverified | 0 |
| Model-Based Reinforcement Learning for Sepsis Treatment | Nov 23, 2018 | modelModel-based Reinforcement Learning | —Unverified | 0 |
| Model-based RL in Contextual Decision Processes: PAC bounds and Exponential Improvements over Model-free Approaches | Nov 21, 2018 | modelModel-based Reinforcement Learning | —Unverified | 0 |
| Policy Optimization with Model-based Explorations | Nov 18, 2018 | Atari GamesDecision Making | —Unverified | 0 |
| Towards a Simple Approach to Multi-step Model-based Reinforcement Learning | Oct 31, 2018 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Incremental learning abstract discrete planning domains and mappings to continuous perceptions | Oct 16, 2018 | Incremental LearningModel-based Reinforcement Learning | —Unverified | 0 |
| Understanding the Asymptotic Performance of Model-Based RL Methods | Sep 27, 2018 | Model-based Reinforcement LearningMuJoCo | —Unverified | 0 |
| Unsupervised Exploration with Deep Model-Based Reinforcement Learning | Sep 27, 2018 | modelModel-based Reinforcement Learning | —Unverified | 0 |
| Learning powerful policies and better dynamics models by encouraging consistency | Sep 27, 2018 | Model-based Reinforcement Learning | —Unverified | 0 |
