| Deciding What to Model: Value-Equivalent Sampling for Reinforcement Learning | Jun 4, 2022 | Decision MakingModel-based Reinforcement Learning | —Unverified | 0 |
| Offline Reinforcement Learning with Causal Structured World Models | Jun 3, 2022 | Model-based Reinforcement LearningOffline RL | —Unverified | 0 |
| Posterior Coreset Construction with Kernelized Stein Discrepancy for Model-Based Reinforcement Learning | Jun 2, 2022 | continuous-controlContinuous Control | —Unverified | 0 |
| Stock Trading Optimization through Model-based Reinforcement Learning with Resistance Support Relative Strength | May 30, 2022 | Decision MakingModel-based Reinforcement Learning | —Unverified | 0 |
| Multi-Source Transfer Learning for Deep Model-Based Reinforcement Learning | May 28, 2022 | Continuous ControlModel-based Reinforcement Learning | —Unverified | 0 |
| Scalable Multi-Agent Model-Based Reinforcement Learning | May 25, 2022 | Mambamodel | CodeCode Available | 1 |
| Should Models Be Accurate? | May 22, 2022 | Meta-LearningModel-based Reinforcement Learning | —Unverified | 0 |
| Towards biologically plausible Dreaming and Planning in recurrent spiking networks | May 20, 2022 | Autonomous DrivingModel-based Reinforcement Learning | CodeCode Available | 0 |
| Planning with Diffusion for Flexible Behavior Synthesis | May 20, 2022 | Decision MakingDenoising | CodeCode Available | 3 |
| Accelerated Reinforcement Learning for Temporal Logic Control Objectives | May 9, 2022 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| RLFlow: Optimising Neural Network Subgraph Transformation with World Models | May 3, 2022 | Deep LearningModel-based Reinforcement Learning | CodeCode Available | 0 |
| Towards Evaluating Adaptivity of Model-Based Reinforcement Learning Methods | Apr 25, 2022 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Learning Sequential Latent Variable Models from Multimodal Time Series Data | Apr 21, 2022 | Model-based Reinforcement LearningTime Series | CodeCode Available | 0 |
| INFOrmation Prioritization through EmPOWERment in Visual Model-Based RL | Apr 18, 2022 | Model-based Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| Online No-regret Model-Based Meta RL for Personalized Navigation | Apr 5, 2022 | Model-based Reinforcement LearningModel Predictive Control | —Unverified | 0 |
| Safe Controller for Output Feedback Linear Systems using Model-Based Reinforcement Learning | Apr 4, 2022 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Value Gradient weighted Model-Based Reinforcement Learning | Apr 4, 2022 | modelModel-based Reinforcement Learning | CodeCode Available | 1 |
| Revisiting Model-based Value Expansion | Mar 28, 2022 | GPUmodel | —Unverified | 0 |
| Investigating Compounding Prediction Errors in Learned Dynamics Models | Mar 17, 2022 | Model-based Reinforcement LearningPrediction | —Unverified | 0 |
| SAGE: Generating Symbolic Goals for Myopic Models in Deep Reinforcement Learning | Mar 9, 2022 | Deep Reinforcement LearningMinecraft | CodeCode Available | 0 |
| DreamingV2: Reinforcement Learning with Discrete World Models without Reconstruction | Mar 1, 2022 | Contrastive LearningModel-based Reinforcement Learning | —Unverified | 0 |
| TransDreamer: Reinforcement Learning with Transformer World Models | Feb 19, 2022 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Should I send this notification? Optimizing push notifications decision making by modeling the future | Feb 17, 2022 | Decision MakingModel-based Reinforcement Learning | —Unverified | 0 |
| Provably Efficient Causal Model-Based Reinforcement Learning for Systematic Generalization | Feb 14, 2022 | Decision MakingModel-based Reinforcement Learning | —Unverified | 0 |
| Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning | Feb 12, 2022 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Neural NID Rules | Feb 12, 2022 | Common Sense ReasoningGraph Neural Network | —Unverified | 0 |
| Reward-Respecting Subtasks for Model-Based Reinforcement Learning | Feb 7, 2022 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Meta-Learning Hypothesis Spaces for Sequential Decision-making | Feb 1, 2022 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Bellman Meets Hawkes: Model-Based Reinforcement Learning via Temporal Point Processes | Jan 29, 2022 | Decision MakingModel-based Reinforcement Learning | CodeCode Available | 0 |
| Joint Differentiable Optimization and Verification for Certified Reinforcement Learning | Jan 28, 2022 | Bilevel OptimizationModel-based Reinforcement Learning | —Unverified | 0 |
| Physical Derivatives: Computing policy gradients by physical forward-propagation | Jan 15, 2022 | Model-based Reinforcement Learning | —Unverified | 0 |
| Opportunities of Hybrid Model-based Reinforcement Learning for Cell Therapy Manufacturing Process Control | Jan 10, 2022 | Decision MakingModel-based Reinforcement Learning | —Unverified | 0 |
| Assessing Policy, Loss and Planning Combinations in Reinforcement Learning using a New Modular Architecture | Jan 8, 2022 | Deep Reinforcement LearningModel-based Reinforcement Learning | —Unverified | 0 |
| Exponential Family Model-Based Reinforcement Learning via Score Matching | Dec 28, 2021 | Density EstimationModel-based Reinforcement Learning | CodeCode Available | 0 |
| Exploration-exploitation trade-off for continuous-time episodic reinforcement learning with linear-convex models | Dec 19, 2021 | Model-based Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| CEM-GD: Cross-Entropy Method with Gradient Descent Planner for Model-Based Reinforcement Learning | Dec 14, 2021 | continuous-controlContinuous Control | CodeCode Available | 0 |
| An Experimental Design Perspective on Model-Based Reinforcement Learning | Dec 9, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Model-Value Inconsistency as a Signal for Epistemic Uncertainty | Dec 8, 2021 | Model-based Reinforcement LearningRolling Shutter Correction | —Unverified | 0 |
| ED2: Environment Dynamics Decomposition World Models for Continuous Control | Dec 6, 2021 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Sample Complexity of Robust Reinforcement Learning with a Generative Model | Dec 2, 2021 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Maximum Entropy Model-based Reinforcement Learning | Dec 2, 2021 | Dota 2model | —Unverified | 0 |
| Improving gearshift controllers for electric vehicles with reinforcement learning | Dec 1, 2021 | Experimental DesignModel-based Reinforcement Learning | —Unverified | 0 |
| Weighted model estimation for offline model-based reinforcement learning | Dec 1, 2021 | Density Ratio Estimationmodel | —Unverified | 0 |
| Model-Based Reinforcement Learning via Imagination with Derived Memory | Dec 1, 2021 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Understanding End-to-End Model-Based Reinforcement Learning Methods as Implicit Parameterization | Dec 1, 2021 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Learning State Representations via Retracing in Reinforcement Learning | Nov 24, 2021 | continuous-controlContinuous Control | CodeCode Available | 0 |
| On Effective Scheduling of Model-based Reinforcement Learning | Nov 16, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Approximate infinite-horizon predictive control | Nov 16, 2021 | Model-based Reinforcement Learning | —Unverified | 0 |
| Free Will Belief as a consequence of Model-based Reinforcement Learning | Nov 14, 2021 | Common Sense ReasoningDecision Making | —Unverified | 0 |
| Model-Based Reinforcement Learning via Stochastic Hybrid Models | Nov 11, 2021 | Imitation Learningmodel | —Unverified | 0 |
