% Key papers for LLM multi-agent collaboration and safety (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{iclr2024_chateval_34010, title = {{ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19065}, } @inproceedings{neurips2024_swe_73748, title = {{SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93753}, } @inproceedings{iclr2025_openhands_81954, title = {{OpenHands: An Open Platform for AI Software Developers as Generalist Agents}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29831}, } @inproceedings{neurips2025_theagentcompany_76639, title = {{TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=LZnKNApvhG}, } @inproceedings{neurips2023_adaplanner_69638, title = {{AdaPlanner: Adaptive Planning from Feedback with Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/70298}, } @inproceedings{neurips2024_agentboard_70436, title = {{AgentBoard: An Analytical Evaluation Board of Multi-turn LLM Agents}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97853}, } @inproceedings{neurips2024_privacylens_71102, title = {{PrivacyLens: Evaluating Privacy Norm Awareness of Language Models in Action}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97810}, } @inproceedings{neurips2024_magis_74044, title = {{MAGIS: LLM-Based Multi-Agent Framework for GitHub Issue Resolution}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93481}, } @inproceedings{neurips2024_watch_71878, title = {{Watch Out for Your Agents! Investigating Backdoor Threats to LLM-Based Agents}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95425}, } @inproceedings{aaai2025_mitigating_9962, title = {{Mitigating Social Bias in Large Language Models: A Multi-Objective Approach Within a Multi-Agent Framework}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34748}, } @inproceedings{icml2024_competeai_45701, title = {{CompeteAI: Understanding the Competition Dynamics of Large Language Model-based Agents}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/32751}, } @inproceedings{iclr2024_identifying_34038, title = {{Identifying the Risks of LM Agents with an LM-Emulated Sandbox}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19037}, } @inproceedings{iclr2025_agent_82359, title = {{Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29432}, } @inproceedings{icml2025_automl_48592, title = {{AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44029}, } @inproceedings{neurips2024_spider2_72126, title = {{Spider2-V: How Far Are Multimodal Agents From Automating Data Science and Engineering Workflows?}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97692}, } @inproceedings{icml2024_agent_43829, title = {{Agent Smith: A Single Image Can Jailbreak One Million Multimodal LLM Agents Exponentially Fast}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34623}, } @inproceedings{neurips2025_kvflow_75188, title = {{KVFlow: Efficient Prefix Caching for Accelerating LLM-Based Multi-Agent Workflows}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=5Iw1nDtYmT}, } @inproceedings{neurips2025_swe_75260, title = {{SWE-smith: Scaling Data for Software Engineering Agents}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=63iVrXc8cC}, } @inproceedings{iclr2024_steve_34303, title = {{Steve-Eye: Equipping LLM-based Embodied Agents with Visual Perception in Open Worlds}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18772}, } @inproceedings{neurips2025_guardian_75312, title = {{GUARDIAN: Safeguarding LLM Multi-Agent Collaborations with Temporal Graph Modeling}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=6j9xJ9pBjm}, } @inproceedings{neurips2025_improving_75546, title = {{Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=9Ia0KiVAut}, }