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| DreamSmooth: Improving Model-based Reinforcement Learning via Reward Smoothing | Nov 2, 2023 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| The Alignment Ceiling: Objective Mismatch in Reinforcement Learning from Human Feedback | Oct 31, 2023 | GSM8KMMLU | —Unverified | 0 |
| Efficient Exploration in Continuous-time Model-based Reinforcement Learning | Oct 30, 2023 | Efficient ExplorationGaussian Processes | —Unverified | 0 |
| Benchmark Generation Framework with Customizable Distortions for Image Classifier Robustness | Oct 28, 2023 | Benchmarkingimage-classification | CodeCode Available | 0 |
| Relational Object-Centric Actor-Critic | Oct 26, 2023 | Model-based Reinforcement LearningObject | —Unverified | 0 |
| TD-MPC2: Scalable, Robust World Models for Continuous Control | Oct 25, 2023 | continuous-controlContinuous Control | CodeCode Available | 2 |
| Mind the Model, Not the Agent: The Primacy Bias in Model-based RL | Oct 23, 2023 | continuous-controlContinuous Control | —Unverified | 0 |
| Tree Search in DAG Space with Model-based Reinforcement Learning for Causal Discovery | Oct 20, 2023 | Causal DiscoveryDecision Making | —Unverified | 0 |
| Value-Biased Maximum Likelihood Estimation for Model-based Reinforcement Learning in Discounted Linear MDPs | Oct 17, 2023 | Model-based Reinforcement Learning | —Unverified | 0 |
| MoConVQ: Unified Physics-Based Motion Control via Scalable Discrete Representations | Oct 16, 2023 | In-Context LearningModel-based Reinforcement Learning | —Unverified | 0 |
| STORM: Efficient Stochastic Transformer based World Models for Reinforcement Learning | Oct 14, 2023 | Atari Games 100kModel-based Reinforcement Learning | CodeCode Available | 1 |
| COPlanner: Plan to Roll Out Conservatively but to Explore Optimistically for Model-Based RL | Oct 11, 2023 | continuous-controlContinuous Control | —Unverified | 0 |
| A Unified View on Solving Objective Mismatch in Model-Based Reinforcement Learning | Oct 10, 2023 | Model-based Reinforcement Learning | CodeCode Available | 0 |
| Reward-Consistent Dynamics Models are Strongly Generalizable for Offline Reinforcement Learning | Oct 9, 2023 | D4RLModel-based Reinforcement Learning | —Unverified | 0 |
| Multi-timestep models for Model-based Reinforcement Learning | Oct 9, 2023 | modelModel-based Reinforcement Learning | —Unverified | 0 |
| Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models | Oct 6, 2023 | Code GenerationDecision Making | CodeCode Available | 2 |
| Amortized Network Intervention to Steer the Excitatory Point Processes | Oct 6, 2023 | Decision MakingModel-based Reinforcement Learning | —Unverified | 0 |
| Probabilistic Reach-Avoid for Bayesian Neural Networks | Oct 3, 2023 | Model-based Reinforcement Learning | CodeCode Available | 0 |
| HarmonyDream: Task Harmonization Inside World Models | Sep 30, 2023 | Atari Games 100kModel-based Reinforcement Learning | CodeCode Available | 1 |
| Consciousness-Inspired Spatio-Temporal Abstractions for Better Generalization in Reinforcement Learning | Sep 30, 2023 | Decision MakingModel-based Reinforcement Learning | CodeCode Available | 1 |
| MoDem-V2: Visuo-Motor World Models for Real-World Robot Manipulation | Sep 25, 2023 | Contact-rich ManipulationModel-based Reinforcement Learning | —Unverified | 0 |
| Practical Probabilistic Model-based Deep Reinforcement Learning by Integrating Dropout Uncertainty and Trajectory Sampling | Sep 20, 2023 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 |
| DOMAIN: MilDly COnservative Model-BAsed OfflINe Reinforcement Learning | Sep 16, 2023 | D4RLmodel | —Unverified | 0 |
| Mind the Uncertainty: Risk-Aware and Actively Exploring Model-Based Reinforcement Learning | Sep 11, 2023 | Model-based Reinforcement Learningreinforcement-learning | —Unverified | 0 |
