| Learning Discrete World Models for Heuristic Search | Sep 14, 2024 | Deep Reinforcement LearningHeuristic Search | CodeCode Available | 1 |
| RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning | Aug 6, 2024 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Re-ReST: Reflection-Reinforced Self-Training for Language Agents | Jun 3, 2024 | Code GenerationImage Generation | CodeCode Available | 1 |
| Pursuing Overall Welfare in Federated Learning through Sequential Decision Making | May 31, 2024 | Decision MakingFairness | CodeCode Available | 1 |
| Rethinking Transformers in Solving POMDPs | May 27, 2024 | Decision MakingReinforcement Learning (RL) | CodeCode Available | 1 |
| Decision Mamba: Reinforcement Learning via Sequence Modeling with Selective State Spaces | Mar 29, 2024 | Decision MakingMamba | CodeCode Available | 1 |
| Reinforced Sequential Decision-Making for Sepsis Treatment: The POSNEGDM Framework with Mortality Classifier and Transformer | Mar 12, 2024 | Decision MakingSequential Decision Making | CodeCode Available | 1 |
| TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision | Mar 10, 2024 | Language ModellingLarge Language Model | CodeCode Available | 1 |
| How Can LLM Guide RL? A Value-Based Approach | Feb 25, 2024 | Decision MakingReinforcement Learning (RL) | CodeCode Available | 1 |
| PRISE: LLM-Style Sequence Compression for Learning Temporal Action Abstractions in Control | Feb 16, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Premier-TACO is a Few-Shot Policy Learner: Pretraining Multitask Representation via Temporal Action-Driven Contrastive Loss | Feb 9, 2024 | Computational Efficiencycontinuous-control | CodeCode Available | 1 |
| Sym-Q: Adaptive Symbolic Regression via Sequential Decision-Making | Feb 7, 2024 | Decision Makingregression | CodeCode Available | 1 |
| Skill Set Optimization: Reinforcing Language Model Behavior via Transferable Skills | Feb 5, 2024 | Decision MakingLanguage Modeling | CodeCode Available | 1 |
| Layered and Staged Monte Carlo Tree Search for SMT Strategy Synthesis | Jan 30, 2024 | Decision MakingEfficient Exploration | CodeCode Available | 1 |
| LLF-Bench: Benchmark for Interactive Learning from Language Feedback | Dec 11, 2023 | Information RetrievalOpenAI Gym | CodeCode Available | 1 |
| Can language agents be alternatives to PPO? A Preliminary Empirical Study On OpenAI Gym | Dec 6, 2023 | BenchmarkingDecision Making | CodeCode Available | 1 |
| Large Language Model as a Policy Teacher for Training Reinforcement Learning Agents | Nov 22, 2023 | Decision MakingLanguage Modeling | CodeCode Available | 1 |
| Free from Bellman Completeness: Trajectory Stitching via Model-based Return-conditioned Supervised Learning | Oct 30, 2023 | Decision MakingOffline RL | CodeCode Available | 1 |
| Out of the Cage: How Stochastic Parrots Win in Cyber Security Environments | Aug 23, 2023 | CyberBattleSimCyberBattleSim (RL) chain scenario | CodeCode Available | 1 |
| Breadcrumbs to the Goal: Goal-Conditioned Exploration from Human-in-the-Loop Feedback | Jul 20, 2023 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| ContainerGym: A Real-World Reinforcement Learning Benchmark for Resource Allocation | Jul 6, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Sampling from Gaussian Process Posteriors using Stochastic Gradient Descent | Jun 20, 2023 | Bayesian OptimizationDecision Making | CodeCode Available | 1 |
| Simplified Temporal Consistency Reinforcement Learning | Jun 15, 2023 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| Decision Stacks: Flexible Reinforcement Learning via Modular Generative Models | Jun 9, 2023 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| Enabling Intelligent Interactions between an Agent and an LLM: A Reinforcement Learning Approach | Jun 6, 2023 | Decision MakingSequential Decision Making | CodeCode Available | 1 |
