{"total":61,"rows":[{"id":"2404.00282","title":"Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods","created":"2024-03-30","cited_by_count":116,"area":null},{"id":"2404.02039","title":"A Survey on Large Language Model-Based Game Agents","created":"2024-04-02","cited_by_count":112,"area":"agents"},{"id":"2410.14716","title":"A Systematic Survey on Large Language Models for Algorithm Design","created":"2024-10-11","cited_by_count":69,"area":null},{"id":"2409.16867","title":"Multi-objective Evolution of Heuristic Using Large Language Model","created":"2024-09-25","cited_by_count":54,"area":null},{"id":"2403.12014","title":"EnvGen: Generating and Adapting Environments via LLMs for Training Embodied Agents","created":"2024-03-18","cited_by_count":46,"area":"agents"},{"id":"2410.16162","title":"Sparkle: Mastering Basic Spatial Capabilities in Vision Language Models Elicits Generalization to Spatial Reasoning","created":"2024-10-21","cited_by_count":34,"area":"lr"},{"id":"2402.19299","title":"RL-GPT: Integrating Reinforcement Learning and Code-as-policy","created":"2024-02-29","cited_by_count":32,"area":null},{"id":"2410.14660","title":"A Large Language Model-Driven Reward Design Framework via Dynamic Feedback for Reinforcement Learning","created":"2024-10-18","cited_by_count":30,"area":"alignment"},{"id":"2503.13415","title":"A Comprehensive Survey on Multi-Agent Cooperative Decision-Making: Scenarios, Approaches, Challenges and Perspectives","created":"2025-03-17","cited_by_count":27,"area":"agents"},{"id":"2407.15325","title":"Odyssey: Empowering Minecraft Agents with Open-World Skills","created":"2024-07-22","cited_by_count":26,"area":"agents"},{"id":"2502.19902","title":"Optimus-2: Multimodal Minecraft Agent with Goal-Observation-Action Conditioned Policy","created":"2025-02-27","cited_by_count":25,"area":"agents"},{"id":"2402.14807","title":"A Decision-Language Model (DLM) for Dynamic Restless Multi-Armed Bandit Tasks in Public Health","created":"2024-02-22","cited_by_count":24,"area":null},{"id":"2510.23691","title":"Game-TARS: Pretrained Foundation Models for Scalable Generalist Multimodal Game Agents","created":"2025-10-27","cited_by_count":24,"area":"agents"},{"id":"2407.06025","title":"iLLM-TSC: Integration reinforcement learning and large language model for traffic signal control policy improvement","created":"2024-07-08","cited_by_count":23,"area":null},{"id":"2403.10249","title":"A Survey on Game Playing Agents and Large Models: Methods, Applications, and Challenges","created":"2024-03-15","cited_by_count":22,"area":null},{"id":"2409.18382","title":"CurricuLLM: Automatic Task Curricula Design for Learning Complex Robot Skills using Large Language Models","created":"2024-09-27","cited_by_count":22,"area":null},{"id":"2409.20568","title":"Continuously Improving Mobile Manipulation with Autonomous Real-World RL","created":"2024-09-30","cited_by_count":22,"area":null},{"id":"2502.12435","title":"A Survey on Large Language Models for Automated Planning","created":"2025-02-18","cited_by_count":17,"area":null},{"id":"2410.03618","title":"Open-World Reinforcement Learning over Long Short-Term Imagination","created":"2024-10-04","cited_by_count":13,"area":"wm"},{"id":"2506.01538","title":"LAMARL: LLM-Aided Multi-Agent Reinforcement Learning for Cooperative Policy Generation","created":"2025-06-02","cited_by_count":13,"area":"agents"},{"id":"2410.23022","title":"Online Intrinsic Rewards for Decision Making Agents from Large Language Model Feedback","created":"2024-10-30","cited_by_count":10,"area":"agents"},{"id":"2410.05656","title":"On the Modeling Capabilities of Large Language Models for Sequential Decision Making","created":"2024-10-08","cited_by_count":9,"area":"alignment"},{"id":"2508.18797","title":"CausalMACE: Causality Empowered Multi-Agents in Minecraft Cooperative Tasks","created":"2025-08-26","cited_by_count":8,"area":"agents"},{"id":"2505.08189","title":"DSADF: Thinking Fast and Slow for Decision Making","created":"2025-05-13","cited_by_count":7,"area":"lr"},{"id":"2411.18711","title":"Evaluating Vision-Language Models as Evaluators in Path Planning","created":"2024-11-27","cited_by_count":6,"area":"lr"},{"id":"2503.10042","title":"EscapeCraft: A 3D Room Escape Environment for Benchmarking Complex Multimodal Reasoning Ability","created":"2025-03-13","cited_by_count":6,"area":"lr"},{"id":"2604.05533","title":"Experience Transfer for Multimodal LLM Agents in Minecraft Game","created":"2026-04-07","cited_by_count":5,"area":"mllm"},{"id":"2409.02428","title":"Language Models as Efficient Reward Function Searchers for Custom-Environment Multi-Objective Reinforcement","created":"2024-09-04","cited_by_count":4,"area":"alignment"},{"id":"2410.09187","title":"Automated Rewards via LLM-Generated Progress Functions","created":"2024-10-11","cited_by_count":4,"area":null},{"id":"2410.10212","title":"Large Language Model-Enhanced Reinforcement Learning for Generic Bus Holding Control Strategies","created":"2024-10-14","cited_by_count":4,"area":null},{"id":"2501.05057","title":"LearningFlow: Automated Policy Learning Workflow for Urban Driving with Large Language Models","created":"2025-01-09","cited_by_count":4,"area":"driving"},{"id":"2503.19007","title":"Option Discovery Using LLM-guided Semantic Hierarchical Reinforcement Learning","created":"2025-03-24","cited_by_count":4,"area":null},{"id":"2411.14457","title":"Guiding Reinforcement Learning Using Uncertainty-Aware Large Language Models","created":"2024-11-15","cited_by_count":3,"area":null},{"id":"2411.17135","title":"LLM-Based Offline Learning for Embodied Agents via Consistency-Guided Reward Ensemble","created":"2024-11-26","cited_by_count":3,"area":"agents"},{"id":"2502.10906","title":"PCGRLLM: Large Language Model-Driven Reward Design for Procedural Content Generation Reinforcement Learning","created":"2025-02-15","cited_by_count":3,"area":null},{"id":"2510.18407","title":"Heterogeneous Adversarial Play in Interactive Environments","created":"2025-10-21","cited_by_count":3,"area":null},{"id":"2511.02094","title":"Automated Reward Design for Gran Turismo","created":"2025-11-03","cited_by_count":3,"area":"alignment"},{"id":"2511.13765","title":"PROF: An LLM-based Reward Code Preference Optimization Framework for Offline Imitation Learning","created":"2025-11-14","cited_by_count":3,"area":"alignment"},{"id":"2406.05881","title":"Training Fast Robot Policies with Slow Foundation Models","created":"2024-06-09","cited_by_count":2,"area":null},{"id":"2503.20804","title":"AED: Automatic Discovery of Effective and Diverse Vulnerabilities for Autonomous Driving Policy with Large Language Models","created":"2025-03-24","cited_by_count":2,"area":"driving"},{"id":"2511.19355","title":"Leveraging LLMs for reward function design in reinforcement learning control tasks","created":"2025-11-24","cited_by_count":2,"area":null},{"id":"2602.17497","title":"Retrospective In-Context Learning for Temporal Credit Assignment with Large Language Models","created":"2026-02-19","cited_by_count":2,"area":null},{"id":"2605.11859","title":"EvoNav: Evolutionary Reward Function Design for Robot Navigation with Large Language Models","created":"2026-05-12","cited_by_count":2,"area":null},{"id":"2605.28918","title":"When LLM Reward Design Fails: Diagnostic-Driven Refinement for Sparse Structured RL","created":"2026-05-27","cited_by_count":2,"area":null},{"id":"2504.19480","title":"An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination","created":"2025-04-28","cited_by_count":1,"area":null},{"id":"2506.00814","title":"GuessBench: Sensemaking Multimodal Creativity in the Wild","created":"2025-06-01","cited_by_count":1,"area":"mllm"},{"id":"2506.01442","title":"Agentic Episodic Control","created":"2025-06-02","cited_by_count":1,"area":"agents"},{"id":"2509.16399","title":"VORTEX: Aligning Task Utility and Human Preferences through LLM-Guided Reward Shaping","created":"2025-09-19","cited_by_count":1,"area":"alignment"},{"id":"2510.08779","title":"Guiding Exploration in Reinforcement Learning Through LLM-Augmented Observations","created":"2025-10-09","cited_by_count":1,"area":null},{"id":"2604.07752","title":"MIMIC-Py: An Extensible Tool for Personality-Driven Automated Game Testing with Large Language Models","created":"2026-04-09","cited_by_count":1,"area":null},{"id":"2604.11297","title":"The Past Is Not Past: Memory-Enhanced Dynamic Reward Shaping","created":"2026-04-13","cited_by_count":1,"area":null},{"id":"2604.11611","title":"Utilizing and Calibrating Hindsight Process Rewards via Reinforcement with Mutual Information Self-Evaluation","created":"2026-04-13","cited_by_count":1,"area":null},{"id":"2604.28056","title":"RHyVE: Competence-Aware Verification and Phase-Aware Deployment for LLM-Generated Reward Hypotheses","created":"2026-04-30","cited_by_count":1,"area":null},{"id":"2606.08450","title":"GIFT: LLM-Guided State-Reward Interface for Financial Reinforcement Learning","created":"2026-06-07","cited_by_count":1,"area":null},{"id":"2608.01851","title":"Weights or Skills? A Survey of Robot-Learning Techniques: from Action-Predicting Weights to Robots that Write their Own Skills","created":"2026-08-03","cited_by_count":1,"area":null},{"id":"2507.02929","title":"OBSER: Object-Based Sub-Environment Recognition for Zero-Shot Environmental Inference","created":"2025-06-26","cited_by_count":0,"area":null},{"id":"2509.13368","title":"$Agent^2$: An Agent-Generates-Agent Framework for Reinforcement Learning Automation","created":"2025-09-16","cited_by_count":0,"area":"agents"},{"id":"2512.04513","title":"BiTAgent: A Task-Aware Modular Framework for Bidirectional Coupling between Multimodal Large Language Models and World Models","created":"2025-12-04","cited_by_count":0,"area":"wm"},{"id":"2606.32034","title":"QVal: Cheaply Evaluating Dense Supervision Signals for Long-Horizon LLM Agents","created":"2026-06-30","cited_by_count":0,"area":"agents"},{"id":"2607.01721","title":"CoRe: Combined Rewards with Vision-Language Model Feedback for Preference-Aligned Reinforcement Learning","created":"2026-07-02","cited_by_count":0,"area":"mllm"},{"id":"2610.04364","title":"A Bird's-Eye View of Iterative Reward Design","created":"2026-10-03","cited_by_count":0,"area":null}],"next_cursor":null}