| ExpeL: LLM Agents Are Experiential Learners | Aug 20, 2023 | Decision MakingTransfer Learning | CodeCode Available | 2 |
| Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning | Mar 18, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 2 |
| Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning | May 31, 2023 | Decision MakingGeneral Knowledge | CodeCode Available | 2 |
| AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents | Jul 5, 2024 | Decision MakingMulti-hop Question Answering | CodeCode Available | 2 |
| A Review of Safe Reinforcement Learning: Methods, Theory and Applications | May 20, 2022 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model | May 3, 2024 | Decision MakingFew-Shot Learning | CodeCode Available | 2 |
| Fairness Evaluation for Uplift Modeling in the Absence of Ground Truth | Feb 12, 2024 | counterfactualDecision Making | CodeCode Available | 2 |
| Enhancing Autonomous Driving Systems with On-Board Deployed Large Language Models | Apr 15, 2025 | Autonomous DrivingComputational Efficiency | CodeCode Available | 2 |
| A New Approach to Solving SMAC Task: Generating Decision Tree Code from Large Language Models | Oct 21, 2024 | Decision MakingMulti-agent Reinforcement Learning | CodeCode Available | 2 |
| Dungeons and Data: A Large-Scale NetHack Dataset | Nov 1, 2022 | Decision MakingNetHack | CodeCode Available | 2 |
| Driving with LLMs: Fusing Object-Level Vector Modality for Explainable Autonomous Driving | Oct 3, 2023 | Action GenerationAutonomous Driving | CodeCode Available | 2 |
| Divide and Conquer: Grounding LLMs as Efficient Decision-Making Agents via Offline Hierarchical Reinforcement Learning | May 26, 2025 | Decision MakingHierarchical Reinforcement Learning | CodeCode Available | 2 |
| Distribution-Free, Risk-Controlling Prediction Sets | Jan 7, 2021 | BIG-bench Machine LearningClassification | CodeCode Available | 2 |
| Do As I Can, Not As I Say: Grounding Language in Robotic Affordances | Apr 4, 2022 | Decision MakingLanguage Modeling | CodeCode Available | 2 |
| Distributional Soft Actor-Critic with Three Refinements | Oct 9, 2023 | Decision MakingReinforcement Learning (RL) | CodeCode Available | 2 |
| Embodied LLM Agents Learn to Cooperate in Organized Teams | Mar 19, 2024 | Decision MakingHuman Agent Collaboration | CodeCode Available | 2 |
| Aligning Superhuman AI with Human Behavior: Chess as a Model System | Jun 2, 2020 | Decision Making | CodeCode Available | 2 |
| Diffusion Actor-Critic with Entropy Regulator | May 24, 2024 | Decision MakingMuJoCo | CodeCode Available | 2 |
| Deep Generative Models for Offline Policy Learning: Tutorial, Survey, and Perspectives on Future Directions | Feb 21, 2024 | Decision MakingImitation Learning | CodeCode Available | 2 |
| Revocable Deep Reinforcement Learning with Affinity Regularization for Outlier-Robust Graph Matching | Dec 16, 2020 | Combinatorial OptimizationDecision Making | CodeCode Available | 2 |
| Cumulative Reasoning with Large Language Models | Aug 8, 2023 | Decision MakingLogical Reasoning | CodeCode Available | 2 |
| Doe-1: Closed-Loop Autonomous Driving with Large World Model | Dec 12, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| DrivingSphere: Building a High-fidelity 4D World for Closed-loop Simulation | Nov 18, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| Cross-Prediction-Powered Inference | Sep 28, 2023 | Decision MakingMissing Labels | CodeCode Available | 2 |
| DecisionNCE: Embodied Multimodal Representations via Implicit Preference Learning | Feb 28, 2024 | Contrastive LearningDecision Making | CodeCode Available | 2 |