基于大语言模型（LLM）的游戏智能体综述 (ACM CSUR)

🔥 LLM 驱动的游戏智能体必读论文集。

📘 我们的综述已被 ACM Computing Surveys (CSUR) 录用。我们正在准备最终排版稿。如果您发现有遗漏的参考文献，欢迎随时联系我们。

💫 我们会每周持续更新此 GitHub 列表。

📝 如果您发现了合适的论文但尚未被收录，请提交 Issue 或 Pull Request。

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• #minecraft (60)
• #text-adventure (124)
• #communication (45)
• #competition (48)
• #cooperation (15)
• #sim-social (53)
• #sim-embodied (17)
• #sim-other (1)
• #crafter (14)
• #action (29)
• #video-adventure (3)
• #benchmark (6)
• #other (20)

按机制浏览

• #planning (143)
• #memory (41)
• #multi-agent (73)
• #world-model (18)
• #tool-use (19)
• #training (155)
• #self-improvement (33)
• #prompting (27)
• #role-play (9)
• #vlm (37)
• #generation (11)

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按流派分类

minecraft

• [2026/05] GROW: Aligning GRPO with State-Action Modeling for Open-World VLM Agents arXiv [paper] #minecraft #training #vlm
• [2026/05] Ratchet: A Minimal Hygiene Recipe for Self-Evolving LLM Agents arXiv [paper] #minecraft #self-improvement
• [2026/04] Experience Transfer for Multimodal LLM Agents in Minecraft Game arXiv [paper] #minecraft
• [2026/04] Gated Coordination for Efficient Multi-Agent Collaboration in Minecraft Game arXiv [paper] #minecraft #memory #multi-agent #vlm
• [2026/03] BLOCK: An Open-Source Bi-Stage MLLM Character-to-Skin Pipeline for Minecraft arXiv [paper] #minecraft #vlm
• [2026/02] Requesting Expert Reasoning: Augmenting LLM Agents with Learned Collaborative Intervention arXiv [paper] #minecraft
• [2026/01] MineNPC-Task: Task Suite for Memory-Aware Minecraft Agents arXiv [paper] #minecraft
• [2025/12] Synergizing Code Coverage and Gameplay Intent: Coverage-Aware Game Playtesting with LLM-Guided Reinforcement Learning arXiv [paper] #minecraft #training
• [2025/11] Knowledge Graph-enhanced Large Language Model for Incremental Game PlayTesting IEICE Transactions on Information and Systems 2025 [paper] #minecraft #memory
• [2025/09] PillagerBench: Benchmarking LLM-Based Agents in Competitive Minecraft Team Environments 2025 IEEE Conference on Games (CoG) 2025 [paper] #minecraft #multi-agent #self-improvement
• [2025/09] Experience-based Knowledge Correction for Robust Planning in Minecraft ICLR 2026 Poster [paper] #minecraft #planning
• [2025/08] CausalMACE: Causality Empowered Multi-Agents in Minecraft Cooperative Tasks Findings of EMNLP 2025 [paper] #minecraft #planning #multi-agent
• [2025/08] Vistawise: Building Cost-effective Agent with Cross-modal Knowledge Graph for Minecraft EMNLP 2025 [paper] #minecraft #memory #tool-use
• [2025/07] VoyagerVision: Investigating the Role of Multi-modal Information for Open-ended Learning Systems arXiv [paper] #minecraft #vlm
• [2025/07] Referential ambiguity and clarification requests: comparing human and LLM behaviour Proceedings of the Eighth Workshop on Computational Models of Reference, Anaphora and Coreference 2025 [paper] #minecraft
• [2025/06] Optimus-3: Towards Generalist Multimodal Minecraft Agents with Scalable Task Experts arXiv [paper][code] #minecraft #planning
• [2025/06] Matrix-Game: Interactive World Foundation Model arXiv [[paper](https://