Multi-Agent System Optimization

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  1. Token-Efficient Multi-Agent Collaboration via System One-Guided Computational Division of Labor

    Oct 6, 2026Zihan Zhou, Xinzhe Hu, Hanxu Yang +2Multi-Agent LLM SystemsMulti-Agent System Optimization

  2. Parallelism or Concession? Concurrency-Aware Procurement Negotiation for Agentic Commerce

    Oct 5, 2026Xiaolin Xu, Donghao ZhuMulti-Agent System OptimizationAutomated Negotiation

  3. Multi-agent Auditory Scene Analysis: Improved Localization Speed and Robustness by Multi-beamformed Speech Quality Feedback

    Sep 30, 2026Caleb RasconMulti-Agent System OptimizationDirection-of-Arrival Estimation

  4. Topological Coherence for Self-evolving Multi-agent Systems

    Sep 29, 2026Sen Zhao, Ruiqi Kong, Zuyu Zhang +4Multi-Agent System OptimizationMulti-Agent Coordination

  5. FlowMAS: Learning Multi-Agent Workflow Topology via Information-guided Generative Flow Network

    Sep 29, 2026Haitao Wang, Chenjing Liang, Haipeng Zhang +6Multi-Agent LLM SystemsMulti-Agent System Optimization

  6. Mo' Models, Mo' Problems: How to best select model pools when designing Multi-Agent Systems

    Sep 15, 2026Sara Vera Marjanović, Jiacheng Xu, Aleksandr Laptev +3Model SelectionMulti-Agent LLM Systems

  7. UnitBoost: Managing Compound LLM Systems with a Merge Operator, Not a Model

    Sep 9, 2026Xing Zhang, Guanghui Wang, Yanwei Cui +2Multi-Agent System OptimizationLLM Agent Orchestration

  8. GoAnt: Quality-Diversity Multi-Agent Search for Alpha Factor Discovery in Market Microstructure Data

    Sep 8, 2026Stella Zhao, Tommy ShaMulti-Agent System OptimizationQuantitative Finance

  9. AgentGrad: Intervention-guided Prompt Optimization for Multi Agent Systems

    Sep 8, 2026Jaewon Chu, Jinwoo Seo, Jaewon Cho +4Multi-Agent LLM SystemsMulti-Agent System Optimization

  10. Reachability-Certified Subteam Decomposition for Locally Interacting Multi-Agent MDPs

    Sep 8, 2026Xiangwu Wang, Chengwei Cao, Hongyuan TangMulti-Agent System OptimizationMulti-Agent Coordination

  11. Riemannian Optimization for Multi-Player Quantum Games on Product Unitary Manifolds

    Sep 7, 2026Alireza Habibi, Setareh MaghsudiMulti-Agent System OptimizationRiemannian Optimization

  12. Reinforcement Learning Enhanced LLM Agents for Complex Vehicle Routing Problems

    Sep 1, 2026Yi Chen, Zikang Yu, Jiahai Wang +3Multi-Agent System OptimizationLLM-Guided RL

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

    Aug 7, 2026Chao Fei, Qingyi Si, Kaihua Liang +3Continual Learning for LLM AgentsMulti-Agent System Optimization

  14. BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration

    Aug 1, 2026Jiangwen Dong, Wanyu LinMulti-Agent LLM SystemsMulti-Agent System Optimization

  15. Argonaut: Interactive Visual Exploration for Distributed Optimization

    Jul 30, 2026Srijoni Majumdar, Chuhao Qin, Evangelos PournarasMulti-Agent System OptimizationVisual Analytics

  16. Scaling LLM-Driven Multi-Agent Systems: Design Principles and Architectural Scalability Analysis

    Jul 30, 2026Linus Sander, Fengjunjie Pan, Vahid Zolfaghari +3Multi-Agent LLM SystemsMulti-Agent System Optimization

  17. OptiAgent: End-to-End Optimization Modeling via Multi-Agent Iterative Refinement

    Jul 6, 2026Adriana Laurindo Monteiro, Nayse Fagundes, Gabriel Mattos Langeloh +4Multi-Agent System OptimizationLarge Language Model-Guided Optimization

  18. Relational Multi-Agent Reinforcement Learning for Dynamic Pricing in High-Speed Railway Markets

    Jul 6, 2026Enrique Adrian Villarrubia-Martin, David Muñoz-Valero, Luis Rodriguez-Benitez +2Multi-Agent System OptimizationIntelligent Transportation Systems

  19. MUTE: Return-Preserving Communication Unlearning for Efficient Multi-Agent Coordination

    Jul 3, 2026Rui Zuo, Qinwei Huang, Mingyang Li +3Multi-Agent System OptimizationMulti-Agent Coordination

  20. MMAO-Cls: Metabolic Multi-Agent Optimization for Joint Feature Selection and Classifier Tuning

    Jul 1, 2026Jinliang Xu, Liping MaModel SelectionMulti-Agent System Optimization

  21. MMAO-Dyn: A Metabolic Multi-Agent Optimizer for Dynamic Optimization

    Jul 1, 2026Jinliang Xu, Liping MaMulti-Agent System OptimizationBlack-Box Optimization

  22. A Large-Scale Empirical Evaluation of MMAO Under Fair-Budget Continuous and Discrete Benchmarks

    Jun 30, 2026Jinliang Xu, Liping MaMulti-Agent System OptimizationMetaheuristic Optimization

  23. Minimal MMAO: A Resource-Closed-Loop Framework for Adaptive Metaheuristic Search

    Jun 29, 2026Jinliang Xu, Liping MaMulti-Agent System OptimizationMetaheuristic Optimization

  24. ACPO: Agent-Chained Policy Optimization for Multi-Agent Reinforcement Learning

    Jun 29, 2026Daiki E. Matsunaga, Junho Na, Tri Wahyu Guntara +4Multi-Agent System OptimizationMulti-Agent Coordination

  25. GBC: Gradient-Based Connections for Optimizing Multi-Agent Systems

    Jun 26, 2026Xiaocheng Yang, Abdulrahman Alrabah, Dilek Hakkani-Tür +1Gradient-Based AttributionMulti-Agent LLM Systems

  26. MMAO: A Metabolic Multi-Agent Optimizer with Endogenous Resource Allocation for Continuous and Discrete Optimization

    Jun 26, 2026Jinliang Xu, Liping MaMulti-Agent System OptimizationMetaheuristic Optimization

  27. QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems

    Jun 25, 2026Congjia Tian, Yuhang Yao, Jiaming CuiMulti-Agent LLM SystemsMulti-Agent System Optimization

  28. ReM-MoA: Reasoning Memory Sustains Mixture-of-Agents Scaling

    Jun 23, 2026Heng Ping, Arijit Bhattacharjee, Peiyu Zhang +5Multi-Agent System OptimizationLLM Agent Memory

  29. MAS-PromptBench: When Does Prompt Optimization Improve Multi-Agent LLM Systems?

    Jun 22, 2026Juyang Bai, Laixi ShiMulti-Agent LLM SystemsMulti-Agent System Optimization

  30. Optimal Order of Multi-Agent and General Many-Body Systems

    Jun 18, 2026Jake J. XiaDynamical SystemsMulti-Agent System Optimization

  31. Deep-Unfolded Coordination

    Jun 18, 2026Hunter Kuperman, Minchan Jung, Rahul V. Ghosh +2Trajectory OptimizationMulti-Agent System Optimization

  32. SIGMA: Skill-Incidence Graphs for Compositional Multi-Agent Design

    Jun 18, 2026Kun Zeng, Yu Huo, Siyu Zhang +5Multi-Agent System OptimizationMulti-Agent Systems

  33. Learning Coordinated Preference for Multi-Objective Multi-Agent Reinforcement Learning

    Jun 12, 2026Pengxin Wang, Lihao Guo, Yi Xie +3Multi-Objective Reinforcement LearningMulti-Agent System Optimization

  34. Arbor: Tree Search as a Cognition Layer for Autonomous Agents

    Jun 10, 2026Neha Prakriya, Chaojun Hou, Zheng Gong +5LLM Inference EfficiencyMulti-Agent System Optimization

  35. INFRAMIND: Infrastructure-Aware Multi-Agent Orchestration

    Jun 9, 2026Ahasan Kabir, Jiaqi Xue, Mengxin Zheng +1Multi-Agent System OptimizationMulti-Agent Orchestration

  36. FlowBank: Query-Adaptive Agentic Workflows Optimization through Precompute-and-Reuse

    Jun 9, 2026Lingzhi Yuan, Chenghao Deng, Fangxu Yu +3Multi-Agent LLM SystemsMulti-Agent System Optimization

  37. GRPO Does Not Close the Multi-Agent Coordination Gap

    Jun 5, 2026Najmul Hasan, Prashanth BusiReddyGariMulti-Agent System OptimizationMulti-Agent Coordination

  38. What Should Agents Say? Action-state Communication for Efficient Multi-Agent Systems

    Jun 3, 2026Chen Huang, Yuhao Wu, Wenxuan ZhangMulti-Agent LLM SystemsMulti-Agent System Optimization

  39. Streaming Communication in Multi-Agent Reasoning

    Jun 3, 2026Zhen Yang, Xiaogang Xu, Wen Wang +3Multi-Agent LLM SystemsMulti-Agent System Optimization

  40. GARL: Game-Theoretic Reinforcement Learning for Multi-Agent Strategic Prioritisation

    Jun 3, 2026Yuxiao Ye, Yiwen Zhang, Huiyuan Xie +2Multi-Agent LLM SystemsMulti-Agent System Optimization

  41. MOSAIC: Efficient Mixture-of-Agent Scheduling via Adaptive Aggregation and Inference Concurrency

    Jun 2, 2026Saptarshi Mitra, Yifan Zhang, Rachid Karami +5LLM Inference EfficiencyMulti-Agent System Optimization

  42. MOC: Multi-Order Communication in LLM-based Multi-Agent Systems

    Jun 1, 2026Yao Guan, Lin Wang, Zhihu Lu +3Multi-Agent LLM SystemsMulti-Agent System Optimization

  43. Coordination Graphs for Constrained Multi-Agent Reinforcement Learning

    Jun 1, 2026Santiago Amaya-Corredor, Miguel Calvo-Fullana, Anders JonssonMulti-Objective Reinforcement LearningMulti-Agent System Optimization

  44. When Parallelism Pays Off: Cohesion-Aware Task Partitioning for Multi-Agent Coding

    May 31, 2026Xu Yang, Lunyiu Nie, Ethan Chandra +3Multi-Agent System OptimizationSoftware Engineering Agents

  45. S3^3LDBO: A Snapshot Single-Loop Algorithm for Decentralized Bilevel Optimization

    May 29, 2026Chao Yin, Youran Dong, Shiqian Ma +2Multi-Agent System OptimizationBilevel Optimization

  46. Learning Multi-Agent Coordination via Sheaf-ADMM

    May 29, 2026Jeffrey Seely, Bartłomiej Cupiał, Llion JonesMulti-Agent System OptimizationMulti-Agent Coordination