Multi-Agent Systems

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Period ending 2026-09-21

28 new papers

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Period ending 2026-09-14

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Period ending 2026-09-07

12 new papers

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  1. DDIAgents: Mechanism-Conditioned Context Flow for Drug-Drug Interaction Prediction

    Jun 30, 2026Zhenqian Shen, Yu Liu, Xiaoyi Fu +1Drug-Drug InteractionsMulti-Agent Reasoning

  2. HyPOLE: Hyperproperty-Guided Multi-Agent Reinforcement Learning under Partial Observation

    Jun 29, 2026Arshia Rafieioskouei, Tzu-Han Hsu, Matthew Lucas +1Multi-Agent Reinforcement LearningPartial Observability

  3. Why Solve It Twice? Hierarchical Accumulation of Skills for Transfer-Efficient ML Engineering

    Jun 29, 2026Yongbin Kim, Yashar Talebirad, Osmar R. ZaianeMle-Bench LiteCross-Task Knowledge Transfer

  4. Investigating Multi-Agent Deliberation in Law

    Jun 29, 2026Cor Steging, Ludi van Leeuwen, Tadeusz ZbiegieńLegal DomainDeliberation

  5. Sampling-Based Coordination-Informed Multi-Objective Multi-Robot Reinforcement Learning

    Jun 29, 2026Antonio Marino, Esteban Restrepo, Soon-jo Chung +2Multi-Agent Reinforcement LearningMulti-Robot Systems

  6. Training Therapeutic Judges and Multi-Agent Systems for Human-Aligned Mental Health Support

    Jun 29, 2026Mizanur Rahman, Abeer Badawi, Elahe Rahimi +4Mental Health SupportTreatment

  7. A Systematic Approach to Multi-Agent AI from Advanced Regulatory Control Theory: Safe and Auditable LLM Operator Agents for Process Control

    Jun 29, 2026Idelfonso B. R. Nogueira, Sigurd SkogestadMulti-Agent Large Language Model SystemsAgentic Control

  8. A Role-Based Multi-Agent Model for Climate Adaptation Deliberation Across Living Labs

    Jun 29, 2026Önder Gürcan, David Eric John Herbert, F. LeRon Shultz +2Agent-Based ModelMulti-Agent Systems

  9. MESA: Prioritizing Vulnerable Communication Channels for Securing Multi-Agent Systems

    Jun 29, 2026Kunyang Li, Kyle Domico, Jonathan Gregory +1Multi-Agent SystemsVulnerable Code

  10. Attractor States Emerge in Multi-Turn LLM Conversations

    Jun 29, 2026Ting-Wen Ko, Jonas GeipingMulti-Turn Large Language Model ConversationsAttractors

  11. Linguistic Firewall: Geometry as Defense in Multi-Agent Systems Routing

    Jun 29, 2026Dvir Alsheich, Adar Peleg, Ben Hagag +3Multi-Agent SystemsAdaptive Routing

  12. MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems

    Jun 29, 2026Jordan Augé, Giovanna Carofiglio, Giulio Grassi +1Multi-Agent SystemsModular Agentic Framework

  13. Collective cooperation without individual fidelity in LLM agents

    Jun 29, 2026Henrique Ferraz de Arruda, Carlos Gracia Lázaro, Alberto Aleta +1Large Language Model AgentsCooperation

  14. Translating Natural Language to Strategic Temporal Specifications via LLMs

    Jun 29, 2026Marco Aruta, Francesco Improta, Vadim Malvone +2Natural Language QueriesProbabilistic Model Checking

  15. Rehearsed Multi-Agent Live Product Demonstrations with Real-Time Voice Question Answering

    Jun 29, 2026Rahul Khedar, Mayank Malhotra, Avinash Karn +2Browser AgentReal-Time Systems

  16. Multi-Agentic System Leveraging Open-Source LLMs to Mitigate Disinformation Threats

    Jun 29, 2026Sebastian Kula, Martin TamajkaMisinformation DetectionMulti-Agent Systems

  17. DAIN: Dynamic Agent-Based Interaction Network for Efficient and Collaborative Multimodal Reasoning

    Jun 29, 2026Xinxin Chen, Yuchen Li, Zihan Wang +3Multimodal FusionMultimodal Agents

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

    Jun 29, 2026Daiki E. Matsunaga, Junho Na, Tri Wahyu Guntara +4Multi-Agent Reinforcement LearningDecentralization

  19. Hybrid Retriever Evolution for Multimodal Document Reasoning Agents

    Jun 28, 2026Bohan Yao, Shruthan Radhakrishna, Vikas YadavMultimodal DocumentsMulti-Agent Reasoning

  20. Langshaw: Declarative Interaction Protocols Based on Sayso and Conflict

    Jun 28, 2026Munindar P. Singh, Samuel H. Christie, Amit K. ChopraProtocolMultilingual Agents

  21. Learned Coordination Conventions in Cooperative MARL: Measuring the Translation Gap Between Theory-Informed Roles and Learned Routing

    Jun 28, 2026Yoosung HongCoordinationGlobal Coordination

  22. Mixture of Debaters: Learn to Debate at Architectural Level in Multi-Agent Reasoning

    Jun 28, 2026Dayong Liang, Kaisong Gong, Yi Cai +2Multi-Agent DebateDebate

  23. When LLMs Develop Languages: Symbolic Communication for Efficient Multi-Agent Reasoning

    Jun 28, 2026Zhengqi Pei, Qingming Huang, Shuhui WangLarge Language Model ReasoningMulti-Agent Reasoning

  24. HiComm: Hierarchical Communication for Multi-agent Reinforcement Learning

    Jun 28, 2026Runze Zhao, Dongruo Zhou, Sumit Kumar Jha +2Multi-Agent Reinforcement LearningCommunication

  25. Preventing Error Propagation in Multi-Agent AI through Runtime Monitoring

    Jun 27, 2026Shahnewaz Karim Sakib, Anindya Bijoy DasMulti-Agent ReasoningMulti-Agent Systems

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

    Jun 26, 2026Xiaocheng Yang, Abdulrahman Alrabah, Dilek Hakkani-Tür +1Multi-Agent SystemsCredit Assignment

  27. LLawCo: Learning Laws of Cooperation for Modeling Embodied Multi-Agent Behavior

    Jun 26, 2026Qinhong Zhou, Chuang Gan, Anoop CherianCooperationEmbodied Agents

  28. AI Persuasive Framing in Collective Dilemmas

    Jun 26, 2026Anders Giovanni Møller, Alessia Galdeman, Arianna Pera +1CooperationPersuasion

  29. When Multi-Robot Systems Meet Agentic AI:Towards Embodied Collective Intelligence

    Jun 26, 2026Yuxuan Yan, Yuanyuan Jia, Qianqian YangMulti-Robot SystemsEmbodied Agents

  30. hia-gat: A Heterogeneous Interaction-Aware Graph Attention Network For Frame-Level Traffic Conflict Risk Prediction On Freeways

    Jun 25, 2026Mahshid Malazizi, Seyedmehdi Khaleghian, Mina Sartipi +3Lane GeometryHeterogeneous Graph Transformers

  31. Tool Use Enables Undetectable Steganography in Multi-Agent LLM Systems

    Jun 25, 2026Jimmy Laurence Rippin, Simon C. Marshall, David Demitri Africa +1SteganographyAttack Stealthiness

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

    Jun 25, 2026Congjia Tian, Yuhang Yao, Jiaming CuiMulti-Agent SystemsPlanning Methods

  33. Resilient Output Containment under Undisclosed Leader Dynamics and Actuator Attacks

    Jun 25, 2026Mohammadreza Nematollahi, Khashayar Khorasani, Nader MeskinAdaptive ControllerLyapunov Function

  34. AgentX: Towards Agent-Driven Self-Iteration of Industrial Recommender Systems

    Jun 25, 2026Changxin Lao, Fei Pan, Guozhuang Ma +59Self-EvolutionMulti-Agent Systems

  35. IDEA: Insensitive to Dynamics Mismatch via Effect Alignment for Sim-to-Real Transfer in Multi-Agent Control

    Jun 25, 2026Chenlong Liu, Zhuohui Zhang, Xinyan Chen +3Zero-Shot Sim-To-Real TransferMulti-Agent Reinforcement Learning

  36. Multi-Agent Goal Recognition with Team- and Goal-Conditioned Reinforcement Learning and Factorized Branch-and-Bound

    Jun 24, 2026Thiago Thomas, Gabriel de Oliveira Ramos, Felipe MeneguzziMulti-Agent Reinforcement LearningMulti-Robot Systems

  37. MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction

    Jun 24, 2026Congbo Ma, Hu Wang, Yichun Zhang +1CorrectionGuard

  38. Probabilistic Agents in Deterministic Audits: Evaluating Multi-Agent Systems for Automated Audits Based on the German IT-Grundschutz

    Jun 24, 2026Lea Roxanne Muth, Marian MargrafAgentic SystemsMulti-Agent Systems

  39. Low Variance Trust Region Optimization with Independent Actors and Sequential Updates in Cooperative Multi-agent Reinforcement Learning

    Jun 24, 2026Bang Giang Le, Viet Cuong TaMulti-Agent Reinforcement LearningTrust Region

  40. HEART: Coordination of Heterogeneous Expert Agents for Physically Grounded Robotic Task Planning

    Jun 24, 2026Junho Lee, Seabin Lee, Wonjong Lee +3Robot PlanningClassical Planning

  41. BrainAgent: A Large Language Model-Driven Multi-Agent Framework for Autonomous Brain Signal Understanding

    Jun 24, 2026Yangxuan Zhou, Sha Zhao, Jiquan Wang +2Brain-Computer InterfaceModular Agentic Framework

  42. Offline Multi-agent Continual Cooperation via Skill Partition and Reuse

    Jun 24, 2026Yuchen Xiao, Lei Yuan, Ruiqi Xue +2Unsupervised Skill DiscoveryMulti-Agent Reinforcement Learning

  43. Stagnant Neuron: Towards Understanding the Plasticity Loss in Multi-Agent Reinforcement Learning Value Factorization Methods

    Jun 24, 2026Zhengzhu Liu, Zeming Gao, Haoyuan Qin +7Multi-Agent Reinforcement LearningPlasticity

  44. Bridging the Post-discharge Gap: A Traceable Multi-agent Framework for Safe and Continuous Care

    Jun 24, 2026Runwei Guan, Yi Zhou, Heyi Lin +12CareMulti-Agent Systems

  45. Kiko: Programming Agents to Enact Interaction Protocols

    Jun 23, 2026Samuel H. Christie, Munindar P. Singh, Amit K. ChopraMulti-Agent SystemsArtificial Intelligence Agents

  46. GCT-MARL: Graph-Based Contrastive Transfer for Sample-Efficient Cooperative Multi-Agent Reinforcement Learning

    Jun 23, 2026Animesh Animesh, Satheesh K Perepu, Kaushik DeyMulti-Agent Reinforcement LearningIterative Co-Training

  47. ASALT: Adaptive State Alignment for Lateral Transfer in Multi-agent Reinforcement Learning

    Jun 23, 2026Anurag Akula, Satheesh K. Perepu, Abhishek Sarkar +1Multi-Agent Reinforcement LearningState Space

  48. Varying Bundle Size Reactive Multi-Task Assignment using Selective Cost Estimation for Multi-Agent Systems

    Jun 23, 2026Niklas Dahlquist, Shridhar Velhal, George NikolakopoulosMulti-Robot SystemsPatient-To-Room Assignment Problem

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

    Jun 23, 2026Heng Ping, Arijit Bhattacharjee, Peiyu Zhang +5Multi-Agent ReasoningNeural Scaling Laws

  50. Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning

    Jun 23, 2026Shiding Zhu, Yudi Qi, Yajie Wang +6Self-Evolving AgentsExperience

  51. Towards Scalable Multi-Task Reinforcement Learning with Large Decision Models

    Jun 23, 2026Thibaut KulakMulti-Task Reinforcement LearningMulti-Agent Reinforcement Learning

  52. Supervised Reinforcement Learning for the Coordination of Distributed Energy Resources

    Jun 23, 2026Haoyuan Deng, Yihong Zhou, Thomas Morstyn +1Smart GridsEnergy Resources

  53. Importance of Intent-Sharing for V2X-based Maneuver Coordination

    Jun 23, 2026Rafael Molina-Masegosa, Sergei S. Avedisov, Miguel Sepulcre +3V2XAdvanced Jet Trainer

  54. Safe and Generalizable Hierarchical Multi-Agent RL via Constraint Manifold Control

    Jun 22, 2026Zihao Guo, Jianing Zhao, Ling Li +3Multi-Agent Reinforcement LearningSafety Constraints

  55. The Hitchhiker's Guide to Agentic AI: From Foundations to Systems

    Jun 22, 2026Haggai RoitmanMulti-Agent Systems

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

    Jun 22, 2026Juyang Bai, Laixi ShiMulti-Agent SystemsMulti-Agent Large Language Model Systems

  57. Decentralized Autonomous Traffic Management through Corridor Networks

    Jun 22, 2026Jasmine Jerry Aloor, Aadarsh Govada, Hamsa BalakrishnanAir Traffic ControlMulti-Agent Reinforcement Learning

  58. Dynamic multi-agent deep reinforcement learning-based pricing and incentivization approach in multimodal transportation networks

    Jun 22, 2026Khadidja Kadem, Mostafa Ameli, Carlos Lima Azevedo +2Multi-Agent Reinforcement LearningIncentives

  59. Asymmetric physics enables efficient learning in quadrupedal robot swarms

    Jun 22, 2026Yuang Zhang, Yunlong Song, Zhihao He +7SwarmsScalable Robot Learning

  60. Distilling Collaborative Dynamics into Latent Space for Implicit Coordination in Decentralized Multi-Agent Manipulation

    Jun 22, 2026Chanyoung Park, Minsung Yoon, Andrew Jeong +1Multi-Agent CoordinationMulti-Robot Systems