| Deep Generative Models for Offline Policy Learning: Tutorial, Survey, and Perspectives on Future Directions | Feb 21, 2024 | Decision MakingImitation Learning | CodeCode Available | 2 |
| PCA-Bench: Evaluating Multimodal Large Language Models in Perception-Cognition-Action Chain | Feb 21, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| RAG-Driver: Generalisable Driving Explanations with Retrieval-Augmented In-Context Learning in Multi-Modal Large Language Model | Feb 16, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| Jack of All Trades, Master of Some, a Multi-Purpose Transformer Agent | Feb 15, 2024 | AllDecision Making | CodeCode Available | 2 |
| Fairness Evaluation for Uplift Modeling in the Absence of Ground Truth | Feb 12, 2024 | counterfactualDecision Making | CodeCode Available | 2 |
| AdaFlow: Imitation Learning with Variance-Adaptive Flow-Based Policies | Feb 6, 2024 | Decision MakingDiversity | CodeCode Available | 2 |
| Position: What Can Large Language Models Tell Us about Time Series Analysis | Feb 5, 2024 | Decision MakingPosition | CodeCode Available | 2 |
| True Knowledge Comes from Practice: Aligning LLMs with Embodied Environments via Reinforcement Learning | Jan 25, 2024 | Decision MakingReinforcement Learning (RL) | CodeCode Available | 2 |
| CivRealm: A Learning and Reasoning Odyssey in Civilization for Decision-Making Agents | Jan 19, 2024 | Decision Making | CodeCode Available | 2 |
| Graph-of-Thought: Utilizing Large Language Models to Solve Complex and Dynamic Business Problems | Jan 10, 2024 | Decision Making | CodeCode Available | 2 |
| ChartAssisstant: A Universal Chart Multimodal Language Model via Chart-to-Table Pre-training and Multitask Instruction Tuning | Jan 4, 2024 | Data VisualizationDecision Making | CodeCode Available | 2 |
| LLMLight: Large Language Models as Traffic Signal Control Agents | Dec 26, 2023 | Decision MakingManagement | CodeCode Available | 2 |
| LingoQA: Visual Question Answering for Autonomous Driving | Dec 21, 2023 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| FinMem: A Performance-Enhanced LLM Trading Agent with Layered Memory and Character Design | Nov 23, 2023 | Decision MakingLanguage Modelling | CodeCode Available | 2 |
| Tactics2D: A Highly Modular and Extensible Simulator for Driving Decision-making | Nov 18, 2023 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| On the Road with GPT-4V(ision): Early Explorations of Visual-Language Model on Autonomous Driving | Nov 9, 2023 | Autonomous DrivingCommon Sense Reasoning | CodeCode Available | 2 |
| ProAgent: From Robotic Process Automation to Agentic Process Automation | Nov 2, 2023 | Decision Making | CodeCode Available | 2 |
| Vision Language Models in Autonomous Driving: A Survey and Outlook | Oct 22, 2023 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| Octopus: Embodied Vision-Language Programmer from Environmental Feedback | Oct 12, 2023 | BenchmarkingCode Generation | CodeCode Available | 2 |
| Distributional Soft Actor-Critic with Three Refinements | Oct 9, 2023 | Decision MakingReinforcement Learning (RL) | CodeCode Available | 2 |
| Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models | Oct 6, 2023 | Code GenerationDecision Making | CodeCode Available | 2 |
| MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation | Oct 5, 2023 | BenchmarkingDecision Making | CodeCode Available | 2 |
| AutoDAN: Generating Stealthy Jailbreak Prompts on Aligned Large Language Models | Oct 3, 2023 | Decision Making | CodeCode Available | 2 |
| Driving with LLMs: Fusing Object-Level Vector Modality for Explainable Autonomous Driving | Oct 3, 2023 | Action GenerationAutonomous Driving | CodeCode Available | 2 |
| GPT-Driver: Learning to Drive with GPT | Oct 2, 2023 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 2 |