Multi-Agent Evolution

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5 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. MILO: Automated Harness Discovery via Orchestrated Multi-Agent Evolution

    Sep 29, 2026Prithwish Jana, Mononito Goswami, Hao Liu +9Agent HarnessMulti-Agent Evolution

    Georgia Institute of Technology · AWS AI Labs · Carnegie Mellon University +1

  2. Reasoning through Evolution: Automatic Meta-path Discovery for LLM-based Fake News Detection

    Sep 16, 2026Ziyi Zhou, Xiaoming Zhang, Hui Pang +5Fake News DetectionAttacker Large Language Model

    Beihang University Beijing, China · Chinese Academy of Sciences Beijing, China · Beijing University of Posts and Telecommunications Beijing, China +2

  3. Collective Loss of Control in LLM Agent Systems: An Epidemic Account of Mutation, Contagion, and Recovery

    Sep 16, 2026Xiangfan Wu, Zonghao Ying, Huiyu Wu +4Multi-Agent EvolutionLarge Language Model Agents

    Tencent Zhuque Lab

  4. HypoEvolve: Genetic Algorithms Enable Multi-Agent LLMs to Discover Scientific Hypotheses

    Sep 14, 2026Jieyuan Liu, Mengzhou Hu, Jefferson Chen +10Hypothesis-Driven Model ExpansionMulti-Agent Evolution

    University of California San Diego · 2Texas A&M University · 3Carnegie Mellon University +1

  5. CoMem: Collective-Individual Memory Synergy for Evolutionary Multi-Agent Systems

    Sep 14, 2026Chengxin Yu, Zhaoxin Fan, Faguo Wu +3Multi-Agent Evolution

    Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, School of Artificial Intelligence, Beihang University · Beijing academy of blockchain and edge computing · National University of Defense Technology +1

  6. GlossoGen: Emergent Language in Complex Multi-Agent LLM Interactions

    Sep 1, 2026Elias Stengel-Eskin, Newton Sander, Carlos Bonetti +4Multilingual AgentsMulti-Agent Evolution

    University of Texas at Austin · AE Studio · Schmidt Sciences +1

  7. EMAS: Stabilizing Multi-Agent System Evolution through Evidence-Guided Revision

    Aug 7, 2026Chao Fei, Qingyi Si, Kaihua Liang +3Multi-Agent EvolutionEvolutionary Optimization Methods

    King Abdullah University of Science and Technology (KAUST) · Fudan University

  8. MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble

    Aug 4, 2026Haoze Lv, Ning Lu, Shengcai Liu +2Automated Heuristic DesignMulti-Agent Evolution

    Guangdong Provincial Key Laboratory of Brain-Inspired Intelligent Computation, Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen 518055, China · The Hong Kong University of Science and Technology

  9. Novelty Search with Cross-Task Collaborative Discovery

    Jul 1, 2026Jiao Liu, Yanchi Li, Hua Yu +2Evolutionary OptimizationMulti-Agent Evolution

    College of Computing & Data Science, Nanyang Technological University, Singapore · School of Computer Science, China University of Geosciences · School of Intelligent Rail Transportation, Dalian Jiaotong University +1

  10. Semantics-Aware Bilevel Co-Evolution: Towards Automated Multicomponent Algorithm Design

    Jun 29, 2026Zhiyao Zhang, Shenghao Wu, Xingyu Wu +1Evolutionary SearchMulti-Agent Evolution

    Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University, Hong Kong SAR 999077, China · College of Mathematics and Informatics, South China Agricultural University, Guangzhou 510642, China

  11. Agentic evolution of physically constrained foundation models

    Jun 24, 2026Jiangwei Zhang, Wen Sun, Chong Wang +7Wireless Foundation ModelsMulti-Agent Evolution

    State Key Laboratory of Cyberspace Security Defense, Institute of Information Engineering, Chinese Academy of Sciences, Beijing, 100084, China. · University of Chinese Academy of Sciences, Beijing, 101408, China. · Department of Electronic Engineering, Tsinghua University, Beijing, 100084, China.

  12. EvoFlock: evolved inverse design of multi-agent motion

    Jun 24, 2026Craig ReynoldsSwarmsMulti-Agent Evolution

    unaffiliated researcher

  13. The Evaluation Cost of Task Specialization in Evolutionary Multi-Robot Systems

    Jun 23, 2026Paolo Leopardi, Heiko Hamann, Jonas Kuckling +1Multi-Robot SystemsMulti-Agent Evolution

    Centre for the Advanced Study of Collective Behaviour & Department of Computer and Information Science University of Konstanz Konstanz, Germany · Department of Computer Science and Artificial Intelligence University of Technology Nuremberg Nuremberg, Germany

  14. HarnessX: A Composable, Adaptive, and Evolvable Agent Harness Foundry

    Jun 12, 2026Tingyang Chen, Shuo Lu, Kang Zhao +11Agent HarnessMulti-Agent Evolution

    Darwin Agent Team

  15. Adaptive Auto-Harness: Sustained Self-Improvement for Agentic System Deployment on Open-Ended Task Streams

    Jun 1, 2026Zewen Liu, Zhan Shi, Yisi Sang +7Evolving HarnessMulti-Agent Evolution

    Emory University · Amazon · The Pennsylvania State University +2

  16. EvoPool: Evolutionary Programmatic Annotation for Label-Efficient Specialized Supervision

    Jun 1, 2026Tianyi Xu, Yaolun Zhang, Xuan Ouyang +1Human AnnotatorsMulti-Agent Evolution

    Oregon State University · University of Wisconsin–Madison

  17. Evolve as a Team: Collaborative Self-Evolution for LLM-based Multi-Agent Systems

    May 28, 2026Zhezheng Hao, Tianfu Wang, Huanshuo Dong +7Multi-Agent EvolutionSelf-Evolution

    Zhejiang University · Hong Kong University of Science and Technology · Tencent

  18. Evo-Attacker: Memory-Augmented Reinforcement Learning for Long-Horizon Tool Attacks on LLM-MAS

    May 25, 2026Bingyu Yan, Xiaoming Zhang, Jinyu Hou +4Multi-Agent EvolutionModel-Based Multi-Agent Systems

    1Beihang University · 2Beijing University of Posts and Telecommunications · 3China Academy of Information and Communications Technology

  19. Evolutionary Enhanced Multi-Agent Reinforcement Learning for Cooperative Air Combat

    May 24, 2026Chengwei Li, Junlin Liu, Yang GaoMulti-Agent Reinforcement LearningCooperative Air Combat

    Institute of Automation, Chinese Academy of Sciences · School of Artificial Intelligence, University of Chinese Academy of Sciences

  20. Self-Evolving Multi-Agent Systems via Decentralized Memory

    May 21, 2026Guangya Hao, Yunbo Long, Zhuokai ZhaoMulti-Agent EvolutionNativemem

    University of Cambridge · University of Chicago

  21. DeliCIR: Deliberative Test-Time Evolutionary Hierarchical Multi-Agents for Composed Image Retrieval

    May 21, 2026Xingtian Pei, Yukun Song, Changwei Wang +4Composed Image RetrievalMultimodal Retrieval

    School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing 100876, China · Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences), Jinan, 250013, China; Shandong Provincial Key Laboratory of Computing Power Internet and Service Computing, Shandong Fundamental Research Center for Computer Science, Jinan, 250014, China · School of Artificial Intelligence, Mohamed bin Zayed University, Abu Dhabi 51133, United Arab Emirates

  22. Taming "Zombie'' Agents: A Markov State-Aware Framework for Resilient Multi-Agent Evolution

    May 17, 2026Taolin Zhang, Pukun Zhao, Qizhou Chen +5Multi-Agent Evolution

    School of Computer Science and Information Engineering, Hefei University of Technology · Guangdong University of Finance and Economics · East China Normal University +1

  23. EVOCHAMBER: Test-Time Co-evolution of Multi-Agent System at Individual, Team, and Population Scales

    May 11, 2026Yaolun Zhang, Tianyi Xu, Shengyu Dai +3Multi-Agent EvolutionCo-Evolution

    1Oregon State University · 5AG2AI, Inc. · University of Wisconsin–Madison +2

  24. MAGE: Multi-Agent Self-Evolution with Co-Evolutionary Knowledge Graphs

    May 11, 2026Ruiyi Yang, Zechen Li, Hao Xue +2Multi-Agent EvolutionSelf-Evolution

    University of New South Wales · The Hong Kong University of Science and Technology (Guangzhou) · Mohamed Bin Zayed University of Artificial Intelligence

  25. TacoMAS: Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems

    May 10, 2026Chen Xu, Yicheng Hu, Ruizi Wang +4Multi-Agent EvolutionCo-Evolution

    1Carnegie Mellon University · University of Science and Technology of China · 3National University of Singapore +1

  26. HMACE: Heterogeneous Multi-Agent Collaborative Evolution for Combinatorial Optimization

    May 8, 2026Yuping Yan, Jirui Han, Fei Ming +2Automated Heuristic DesignMulti-Agent Evolution

    School of Engineering Westlake University

  27. Evolving Idea Graphs with Learnable Edits-and-Commits for Multi-Agent Scientific Ideation

    May 6, 2026Jiangwen Dong, Bo Li, Wanyu LinScientific IdeationMulti-Agent Evolution

    1The Hong Kong Polytechnic University · 2The Hong Kong University of Science and Technology

  28. Enhancing Agent Safety Judgment: Controlled Benchmark Rewriting and Analogical Reasoning for Deceptive Out-of-Distribution Scenarios

    May 5, 2026Zuoyu Zhang, Yancheng ZhuAdversarial EvaluationMulti-Agent Evolution

    Shenzhen University, Shenzhen, China.

  29. Learning to Evolve: A Self-Improving Framework for Multi-Agent Systems via Textual Parameter Graph Optimization

    Apr 22, 2026Shan He, Runze Wang, Zhuoyun Du +4Multi-Agent EvolutionAgentic Framework

    Future Living Lab of Alibaba

  30. Autonomous Evolution of EDA Tools: Multi-Agent Self-Evolved ABC

    Apr 16, 2026Cunxi Yu, Haoxing RenElectronic Design AutomationLlm-Driven Code Synthesis

    NVIDIA Research University of Maryland USA · NVIDIA Research USA

  31. CORAL: Towards Autonomous Multi-Agent Evolution for Open-Ended Discovery

    Apr 2, 2026Ao Qu, Han Zheng, Zijian Zhou +14Multi-Agent EvolutionEvolutionary Optimization Methods

    MIT · Singapore-MIT Alliance for Research and Technology · NUS +7