| On Uncertainty in Deep State Space Models for Model-Based Reinforcement Learning | Oct 17, 2022 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| When to Update Your Model: Constrained Model-based Reinforcement Learning | Oct 15, 2022 | modelModel-based Reinforcement Learning | CodeCode Available | 1 |
| Safe Model-Based Reinforcement Learning with an Uncertainty-Aware Reachability Certificate | Oct 14, 2022 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| DISCOVER: Deep identification of symbolically concise open-form PDEs via enhanced reinforcement-learning | Oct 4, 2022 | Deep Reinforcement LearningForm | CodeCode Available | 1 |
| Hyperbolic VAE via Latent Gaussian Distributions | Sep 30, 2022 | Density EstimationModel-based Reinforcement Learning | CodeCode Available | 1 |
| Visuo-Tactile Transformers for Manipulation | Sep 30, 2022 | Model-based Reinforcement LearningRepresentation Learning | CodeCode Available | 1 |
| Model-based Reinforcement Learning with Multi-step Plan Value Estimation | Sep 12, 2022 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Causal Dynamics Learning for Task-Independent State Abstraction | Jun 27, 2022 | Model-based Reinforcement Learning | CodeCode Available | 1 |
| Value Memory Graph: A Graph-Structured World Model for Offline Reinforcement Learning | Jun 9, 2022 | D4RLModel-based Reinforcement Learning | CodeCode Available | 1 |
| A Relational Intervention Approach for Unsupervised Dynamics Generalization in Model-Based Reinforcement Learning | Jun 9, 2022 | Model-based Reinforcement LearningPrediction | CodeCode Available | 1 |
| Scalable Multi-Agent Model-Based Reinforcement Learning | May 25, 2022 | Mambamodel | CodeCode Available | 1 |
| Value Gradient weighted Model-Based Reinforcement Learning | Apr 4, 2022 | modelModel-based Reinforcement Learning | CodeCode Available | 1 |
| Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning | Feb 12, 2022 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| An Experimental Design Perspective on Model-Based Reinforcement Learning | Dec 9, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| On Effective Scheduling of Model-based Reinforcement Learning | Nov 16, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| DreamerPro: Reconstruction-Free Model-Based Reinforcement Learning with Prototypical Representations | Oct 27, 2021 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Safe Reinforcement Learning Using Robust Control Barrier Functions | Oct 11, 2021 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Mismatched No More: Joint Model-Policy Optimization for Model-Based RL | Oct 6, 2021 | modelModel-based Reinforcement Learning | CodeCode Available | 1 |
| Planning in Stochastic Environments with a Learned Model | Sep 29, 2021 | Board GamesGame of Go | CodeCode Available | 1 |
| Model-based micro-data reinforcement learning: what are the crucial model properties and which model to choose? | Jul 24, 2021 | Acrobotmodel | CodeCode Available | 1 |
| Know Thyself: Transferable Visual Control Policies Through Robot-Awareness | Jul 19, 2021 | Model-based Reinforcement LearningTransfer Learning | CodeCode Available | 1 |
| Systematic Evaluation of Causal Discovery in Visual Model Based Reinforcement Learning | Jul 2, 2021 | BenchmarkingCausal Discovery | CodeCode Available | 1 |
| Learning Task Informed Abstractions | Jun 29, 2021 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Causal Reinforcement Learning using Observational and Interventional Data | Jun 28, 2021 | Causal InferenceModel-based Reinforcement Learning | CodeCode Available | 1 |
| Model-Based Reinforcement Learning via Latent-Space Collocation | Jun 24, 2021 | modelModel-based Reinforcement Learning | CodeCode Available | 1 |
