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| Combining Semantic Guidance and Deep Reinforcement Learning For Generating Human Level Paintings | Nov 25, 2020 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 |
| Model-based Reinforcement Learning for Continuous Control with Posterior Sampling | Nov 20, 2020 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Nested Mixture of Experts: Cooperative and Competitive Learning of Hybrid Dynamical System | Nov 20, 2020 | continuous-controlContinuous Control | —Unverified | 0 |
| Analog Circuit Design with Dyna-Style Reinforcement Learning | Nov 16, 2020 | Layout DesignModel-based Reinforcement Learning | —Unverified | 0 |
| RL-QN: A Reinforcement Learning Framework for Optimal Control of Queueing Systems | Nov 14, 2020 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Critic PI2: Master Continuous Planning via Policy Improvement with Path Integrals and Deep Actor-Critic Reinforcement Learning | Nov 13, 2020 | continuous-controlContinuous Control | —Unverified | 0 |
| Model-based Reinforcement Learning from Signal Temporal Logic Specifications | Nov 10, 2020 | Autonomous VehiclesModel-based Reinforcement Learning | —Unverified | 0 |
| Model-Based Reinforcement Learning for Eco-Driving Control of Electric Vehicles | Nov 9, 2020 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| On the role of planning in model-based deep reinforcement learning | Nov 8, 2020 | Deep Reinforcement LearningModel-based Reinforcement Learning | —Unverified | 0 |
| The Value Equivalence Principle for Model-Based Reinforcement Learning | Nov 6, 2020 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Differentiable Physics Models for Real-world Offline Model-based Reinforcement Learning | Nov 3, 2020 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Sample-efficient reinforcement learning using deep Gaussian processes | Nov 2, 2020 | continuous-controlContinuous Control | —Unverified | 0 |
| Reinforcement Learning with Efficient Active Feature Acquisition | Nov 2, 2020 | Decision MakingModel-based Reinforcement Learning | —Unverified | 0 |
| Task-Completion Dialogue Policy Learning via Monte Carlo Tree Search with Dueling Network | Nov 1, 2020 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Bayes-Adaptive Deep Model-Based Policy Optimisation | Oct 29, 2020 | modelModel-based Reinforcement Learning | CodeCode Available | 0 |
| Trajectory-wise Multiple Choice Learning for Dynamics Generalization in Reinforcement Learning | Oct 26, 2020 | ClusteringModel-based Reinforcement Learning | CodeCode Available | 1 |
| Improving the Exploration of Deep Reinforcement Learning in Continuous Domains using Planning for Policy Search | Oct 24, 2020 | Deep Reinforcement LearningModel-based Reinforcement Learning | —Unverified | 0 |
| Planning with Exploration: Addressing Dynamics Bottleneck in Model-based Reinforcement Learning | Oct 24, 2020 | continuous-controlContinuous Control | —Unverified | 0 |
| Bridging Imagination and Reality for Model-Based Deep Reinforcement Learning | Oct 23, 2020 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 |
| Error Bounds of Imitating Policies and Environments | Oct 22, 2020 | Imitation LearningModel-based Reinforcement Learning | —Unverified | 0 |
| Safety Verification of Model Based Reinforcement Learning Controllers | Oct 21, 2020 | Autonomous Drivingmodel | —Unverified | 0 |
| Dream and Search to Control: Latent Space Planning for Continuous Control | Oct 19, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Model-based Policy Optimization with Unsupervised Model Adaptation | Oct 19, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Uncertainty-aware Contact-safe Model-based Reinforcement Learning | Oct 16, 2020 | Contact-rich ManipulationModel-based Reinforcement Learning | —Unverified | 0 |
| Constrained Model-based Reinforcement Learning with Robust Cross-Entropy Method | Oct 15, 2020 | Model-based Reinforcement LearningModel Predictive Control | CodeCode Available | 1 |
| Model-Based Reinforcement Learning for Type 1Diabetes Blood Glucose Control | Oct 13, 2020 | Model-based Reinforcement LearningQ-Learning | —Unverified | 0 |
| Trust the Model When It Is Confident: Masked Model-based Actor-Critic | Oct 10, 2020 | continuous-controlContinuous Control | —Unverified | 0 |
| Reinforcement Learning on Computational Resource Allocation of Cloud-based Wireless Networks | Oct 10, 2020 | CPUManagement | —Unverified | 0 |
| Jointly-Learned State-Action Embedding for Efficient Reinforcement Learning | Oct 9, 2020 | Model-based Reinforcement LearningRecommendation Systems | —Unverified | 0 |
| A Sharp Analysis of Model-based Reinforcement Learning with Self-Play | Oct 4, 2020 | Model-based Reinforcement LearningMulti-agent Reinforcement Learning | —Unverified | 0 |
| Trust-Region Method with Deep Reinforcement Learning in Analog Design Space Exploration | Sep 29, 2020 | Deep Reinforcement Learningglobal-optimization | —Unverified | 0 |
| Jointly-Trained State-Action Embedding for Efficient Reinforcement Learning | Sep 28, 2020 | Model-based Reinforcement LearningRecommendation Systems | —Unverified | 0 |
| Efficient Exploration for Model-based Reinforcement Learning with Continuous States and Actions | Sep 28, 2020 | Efficient ExplorationGaussian Processes | —Unverified | 0 |
| Continual Model-Based Reinforcement Learning with Hypernetworks | Sep 25, 2020 | Continual Learningmodel | CodeCode Available | 1 |
| Dynamic Horizon Value Estimation for Model-based Reinforcement Learning | Sep 21, 2020 | Model-based Reinforcement LearningNovelty Detection | —Unverified | 0 |
| A Contraction Approach to Model-based Reinforcement Learning | Sep 18, 2020 | Imitation Learningmodel | —Unverified | 0 |
| Reward Maximisation through Discrete Active Inference | Sep 17, 2020 | Decision MakingModel-based Reinforcement Learning | —Unverified | 0 |
| Multi-Objective Model-based Reinforcement Learning for Infectious Disease Control | Sep 9, 2020 | Decision MakingModel-based Reinforcement Learning | —Unverified | 0 |
| DyNODE: Neural Ordinary Differential Equations for Dynamics Modeling in Continuous Control | Sep 9, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 |
| On the model-based stochastic value gradient for continuous reinforcement learning | Aug 28, 2020 | Continuous ControlHumanoid Control | CodeCode Available | 1 |
| Document-editing Assistants and Model-based Reinforcement Learning as a Path to Conversational AI | Aug 27, 2020 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Beyond Point Estimate: Inferring Ensemble Prediction Variation from Neuron Activation Strength in Recommender Systems | Aug 17, 2020 | Model-based Reinforcement LearningPrediction | —Unverified | 0 |
| Sample-efficient Cross-Entropy Method for Real-time Planning | Aug 14, 2020 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Deep Model-Based Reinforcement Learning for High-Dimensional Problems, a Survey | Aug 11, 2020 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Learning Transition Models with Time-delayed Causal Relations | Aug 4, 2020 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Dreaming: Model-based Reinforcement Learning by Latent Imagination without Reconstruction | Jul 29, 2020 | Contrastive LearningData Augmentation | —Unverified | 0 |
| Safe Model-Based Reinforcement Learning for Systems with Parametric Uncertainties | Jul 24, 2020 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Reinforcement Learning with Fast Stabilization in Linear Dynamical Systems | Jul 23, 2020 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Understanding and Mitigating the Limitations of Prioritized Experience Replay | Jul 19, 2020 | Autonomous Drivingcontinuous-control | CodeCode Available | 0 |
