| SPO: Sequential Monte Carlo Policy Optimisation | Feb 12, 2024 | Decision MakingModel-based Reinforcement Learning | CodeCode Available | 3 | 5 |
| Planning with Diffusion for Flexible Behavior Synthesis | May 20, 2022 | Decision MakingDenoising | CodeCode Available | 3 | 5 |
| Learning Accurate Long-term Dynamics for Model-based Reinforcement Learning | Dec 16, 2020 | Model-based Reinforcement LearningPrediction | CodeCode Available | 2 | 5 |
| TD-MPC2: Scalable, Robust World Models for Continuous Control | Oct 25, 2023 | continuous-controlContinuous Control | CodeCode Available | 2 | 5 |
| Learning to Predict Without Looking Ahead: World Models Without Forward Prediction | Oct 29, 2019 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 2 | 5 |
| iVideoGPT: Interactive VideoGPTs are Scalable World Models | May 24, 2024 | Decision MakingModel-based Reinforcement Learning | CodeCode Available | 2 | 5 |
| Mastering Memory Tasks with World Models | Mar 7, 2024 | Model-based Reinforcement LearningState Space Models | CodeCode Available | 2 | 5 |
| CoVO-MPC: Theoretical Analysis of Sampling-based MPC and Optimal Covariance Design | Jan 14, 2024 | Model-based Reinforcement LearningModel Predictive Control | CodeCode Available | 2 | 5 |
| SINDy-RL: Interpretable and Efficient Model-Based Reinforcement Learning | Mar 14, 2024 | Deep Reinforcement LearningDictionary Learning | CodeCode Available | 2 | 5 |
| Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models | May 30, 2018 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 2 | 5 |
| Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models | Oct 6, 2023 | Code GenerationDecision Making | CodeCode Available | 2 | 5 |
| MBRL-Lib: A Modular Library for Model-based Reinforcement Learning | Apr 20, 2021 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 2 | 5 |
| Diminishing Return of Value Expansion Methods | Dec 29, 2024 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| Diminishing Return of Value Expansion Methods in Model-Based Reinforcement Learning | Mar 7, 2023 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| DISCOVER: Deep identification of symbolically concise open-form PDEs via enhanced reinforcement-learning | Oct 4, 2022 | Deep Reinforcement LearningForm | CodeCode Available | 1 | 5 |
| Bellman: A Toolbox for Model-Based Reinforcement Learning in TensorFlow | Mar 26, 2021 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| A Consciousness-Inspired Planning Agent for Model-Based Reinforcement Learning | Jun 3, 2021 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 | 5 |
| Delay-Aware Model-Based Reinforcement Learning for Continuous Control | May 11, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| Drama: Mamba-Enabled Model-Based Reinforcement Learning Is Sample and Parameter Efficient | Oct 11, 2024 | MambaModel-based Reinforcement Learning | CodeCode Available | 1 | 5 |
| Continual Model-Based Reinforcement Learning with Hypernetworks | Sep 25, 2020 | Continual Learningmodel | CodeCode Available | 1 | 5 |
| A Distributional Analogue to the Successor Representation | Feb 13, 2024 | Distributional Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 | 5 |
| Continuous-Time Model-Based Reinforcement Learning | Feb 9, 2021 | modelModel-based Reinforcement Learning | CodeCode Available | 1 | 5 |
| Consciousness-Inspired Spatio-Temporal Abstractions for Better Generalization in Reinforcement Learning | Sep 30, 2023 | Decision MakingModel-based Reinforcement Learning | CodeCode Available | 1 | 5 |
| Curious Replay for Model-based Adaptation | Jun 28, 2023 | modelModel-based Reinforcement Learning | CodeCode Available | 1 | 5 |
| Combining Semantic Guidance and Deep Reinforcement Learning For Generating Human Level Paintings | Nov 25, 2020 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 | 5 |
