Multi-LLM Collaboration

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11 papers in the last four weeks, against 1 the four weeks before. 0.1% of all new papers.

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  1. Mixture of Complementary Agents for Robust LLM Ensemble

    May 21, 2026Yichi Zhang, Kevin Lu, Yuang Zhang +3Language Model EnsemblesMulti-LLM Collaboration

    DIMACS, Rutgers University · Department of Mathematics, Rutgers University · Department of Computer Science, George Mason University +1

  2. Multi-LLM Systems Exhibit Robust Semantic Collapse

    May 16, 2026Weiyi Kong, Shiyang Lai, Jinghua Piao +1Multi-Agent LLM SystemsLanguage Model Robustness

    Department of Electrical Computer Engineering, University of Toronto; Toronto, M5S 3G4, Canada · Department of Sociology, University of Chicago; Chicago, 60637, USA · 3Knowledge Lab, University of Chicago; Chicago, 60637, USA +3

  3. The Bicameral Model: Bidirectional Hidden-State Coupling Between Parallel Language Models

    May 11, 2026Cedric Flamant, Udaya Ghai, Kanna ShimizuLLM Tool UseMulti-LLM Collaboration

    AWS Agentic AI

  4. Large Language Models over Networks: Collaborative Intelligence under Resource Constraints

    May 9, 2026Liangqi Yuan, Wenzhi Fang, Shiqiang Wang +2LLM Inference EfficiencyOn-Device Language Model Inference

    L. Yuan, W. Fang, and C. G. Brinton are with Purdue University, IN, USA. · S. Wang is with University of Exeter, UK. · H. V. Poor is with Princeton University, USA.

  5. Distilling Long-CoT Reasoning through Collaborative Step-wise Multi-Teacher Decoding

    May 4, 2026Taewon Yun, Jisu Shin, Jeonghwan Choi +2CoT DistillationEfficient Language Model Reasoning

    KAIST · UNIST

  6. Tandem: Riding Together with Large and Small Language Models for Efficient Reasoning

    Apr 26, 2026Zichuan Fu, Xian Wu, Guojing Li +7Efficient Language Model ReasoningLLM Inference Acceleration

    City University of Hong Kong · Tencent Jarvis Lab · Renmin University of China +1

  7. Micro Language Models Enable Instant Responses

    Apr 21, 2026Wen Cheng, Tuochao Chen, Karim Helwani +3On-Device Language Model InferenceSmall Language Models

    Paul G. Allen School of Computer Science & Engineering, University of Washington · Meta AI

  8. Learning to Seek Help: Dynamic Collaboration Between Small and Large Language Models

    Apr 20, 2026Hang Zeng, Xiangyu Liu, Yong Hu +5LLM Inference EfficiencySmall Language Models

    Shanghai Jiao Tong University, Shanghai, China · WeChat Tencent, Beijing, China · State University of New York at Buffalo, New York, United States.

  9. Graph-of-Agents: A Graph-based Framework for Multi-Agent LLM Collaboration

    Apr 18, 2026Sukwon Yun, Jie Peng, Pingzhi Li +5LLM Agent OrchestrationMulti-Agent Collaboration

    UNC Chapel Hill · Eigent AI · MIT-IBM Watson AI Lab +1

  10. RankGuide: Tensor-Rank-Guided Routing and Steering for Efficient Reasoning

    Apr 17, 2026Jiayi Tian, Yupeng Su, Ryan Solgi +2LLM RoutingEfficient Language Model Inference

    University of California, Santa Barbara · Intel Labs

  11. TrigReason: Trigger-Based Collaboration between Small and Large Reasoning Models

    Apr 16, 2026Yi Zhao, Yajuan Peng, Cam-Tu Nguyen +4Efficient Language Model ReasoningLLM Inference Acceleration

    AGI Institute, School of Computer Science, Shanghai Jiao Tong University, Shanghai, China · Shanghai Key Laboratory for Intelligent Information Processing, Fudan University · State Key Laboratory for Novel Software Technology, Nanjing University +2

  12. Council Mode: A Heterogeneous Multi-Agent Consensus Framework for Reducing LLM Hallucination and Bias

    Apr 3, 2026Shuai Wu, Xue Li, Yanna Feng +3LLM Hallucination MitigationMulti-Agent LLMs

  13. CARE: Privacy-Compliant Agentic Reasoning with Evidence Discordance

    Apr 1, 2026Haochen Liu, Weien Li, Rui Song +6Privacy-Preserving Language ModelsHealthcare

    University of Cambridge · McGill University · MBZUAI - Mohamed bin Zayed University of Artificial Intelligence +2

  14. Enabling Agents to Communicate Entirely in Latent Space

    Nov 12, 2025Zhuoyun Du, Runze Wang, Huiyu Bai +6Multi-Agent CommunicationMulti-Agent LLMs

    State Key Lab of CAD&CG, Zhejiang University · Zhejiang Key Laboratory of Medical Imaging Artificial Intelligence · Alibaba Group +3

  15. Interactive Learning for LLM Reasoning

    Sep 30, 2025Hehai Lin, Shilei Cao, Sudong Wang +5RL for Language Model ReasoningLLM Agent Training

    1The Hong Kong University of Science and Technology (Guangzhou) · 2Sun Yat-sen University · 4National University of Singapore +2

  16. Expert-guided Clinical Text Augmentation via Query-Based Model Collaboration

    Sep 25, 2025Dongkyu Cho, Miao Zhang, Rumi ChunaraSynthetic Data AugmentationData Augmentation

    Department of Computer Science, New York University, New York, NY, United States · Department of Biostatistics, School of Global Public Health, New York University, New York, NY, United States

  17. FusionFactory: Fusing LLM Capabilities with Multi-LLM Log Data

    Jul 14, 2025Tao Feng, Haozhen Zhang, Zijie Lei +5LLM EvaluationLLM Routing

    University of Illinois Urbana-Champaign · Nanyang Technological University · Meta Monetization AI +2

  18. Towards Harnessing the Collaborative Power of Large and Small Models for Domain Tasks

    Apr 24, 2025Yang Liu, Kejia Zhang, Bingjie Yan +11Privacy-Preserving Language ModelsLLM Fine-Tuning

    The Hong Kong Polytechnic University, China · Institute for AI Industry Research, Tsinghua University, China · Institute for AI Industry Research, Tsinghua University, China and Shanghai Jiao Tong University, China +3