LLM Multi-Agent Systems: Challenges and Open Problems

5 February 2024

Papers citing "LLM Multi-Agent Systems: Challenges and Open Problems"

30 / 30 papers shown

Title
Assessing and Enhancing the Robustness of LLM-based Multi-Agent Systems Through Chaos Engineering Joshua Owotogbe LLMAG 45 0 0 06 May 2025
UserCentrix: An Agentic Memory-augmented AI Framework for Smart Spaces Alaa Saleh Sasu Tarkoma Praveen Kumar Donta Naser Hossein Motlagh Schahram Dustdar Susanna Pirttikangas Lauri Lovén 39 0 0 01 May 2025
Securing GenAI Multi-Agent Systems Against Tool Squatting: A Zero Trust Registry-Based Approach Vineeth Sai Narajala Ken Huang Idan Habler 19 1 0 28 Apr 2025
UFO2: The Desktop AgentOS Chaoyun Zhang He Huang Chiming Ni J. Mu Si Qin ... Minghua Ma Jian-Guang Lou Qingwei Lin Saravan Rajmohan Dongmei Zhang LLMAG 34 0 0 20 Apr 2025
How Social is It? A Benchmark for LLMs' Capabilities in Multi-user Multi-turn Social Agent Tasks Yusen Wu Junwu Xiong Xiaotie Deng LLMAG 36 0 0 04 Apr 2025
Self-Resource Allocation in Multi-Agent LLM Systems Alfonso Amayuelas Jingbo Yang Saaket Agashe Ashwin Nagarajan Antonis Antoniades X. Wang William Wang 84 0 0 02 Apr 2025
Aurelia: Test-time Reasoning Distillation in Audio-Visual LLMs Sanjoy Chowdhury Hanan Gani Nishit Anand Sayan Nag Ruohan Gao Mohamed Elhoseiny Salman Khan Dinesh Manocha LRM 29 0 0 29 Mar 2025
AgentSpec: Customizable Runtime Enforcement for Safe and Reliable LLM Agents Haoyu Wang Christopher M. Poskitt Jun Sun 32 0 0 24 Mar 2025
LLMs Working in Harmony: A Survey on the Technological Aspects of Building Effective LLM-Based Multi Agent Systems R. M. Aratchige W. M. K. S. Ilmini LLMAG 35 0 0 13 Mar 2025
CoLMDriver: LLM-based Negotiation Benefits Cooperative Autonomous Driving Changxing Liu Genjia Liu Z. Wang Jinchang Yang Siheng Chen 59 0 0 11 Mar 2025
PathFinder: A Multi-Modal Multi-Agent System for Medical Diagnostic Decision-Making Applied to Histopathology Fatemeh Ghezloo M. S. Seyfioglu Rustin Soraki Wisdom O. Ikezogwo Beibin Li Tejoram Vivekanandan J. Elmore Ranjay Krishna Linda G. Shapiro 86 2 0 13 Feb 2025
Empowering Large Language Models in Wireless Communication: A Novel Dataset and Fine-Tuning Framework Yushen Lin Ruichen Zhang Wenqi Huang Kaidi Wang Z. Ding Daniel K. C. So Dusit Niyato 57 0 0 17 Jan 2025
Engineering LLM Powered Multi-agent Framework for Autonomous CloudOps Kannan Parthasarathy Karthik Vaidhyanathan Rudra Dhar Venkat Krishnamachari Basil Muhammed ... Sreemaee Akshathala Shrikara Arun Sumant Dubey Mohan Veerubhotla Amey Karan 55 0 0 14 Jan 2025
Towards Effective GenAI Multi-Agent Collaboration: Design and Evaluation for Enterprise Applications Raphael Shu Nilaksh Das Michelle Yuan Monica Sunkara Yi Zhang LLMAG 64 2 0 06 Dec 2024
Generalist Virtual Agents: A Survey on Autonomous Agents Across Digital Platforms Minghe Gao Wendong Bu Bingchen Miao Yang Wu Yunfei Li Juncheng Billy Li Siliang Tang Qi Wu Yueting Zhuang Meng Wang LM&Ro 33 3 0 17 Nov 2024
MorphAgent: Empowering Agents through Self-Evolving Profiles and Decentralized Collaboration Siyuan Lu Jiaqi Shao B. Luo Tao Lin LM&Ro LLMAG AI4CE 24 2 0 19 Oct 2024
Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence Shangbin Feng Zifeng Wang Yike Wang Sayna Ebrahimi Hamid Palangi ... Nathalie Rauschmayr Yejin Choi Yulia Tsvetkov Chen-Yu Lee Tomas Pfister MoMe 25 3 0 15 Oct 2024
Bridging Today and the Future of Humanity: AI Safety in 2024 and Beyond Shanshan Han 55 1 0 09 Oct 2024
Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems Guibin Zhang Yanwei Yue Zhixun Li Sukwon Yun Guancheng Wan Kun Wang Dawei Cheng Jeffrey Xu Yu Tianlong Chen 32 3 0 03 Oct 2024
Safeguarding AI Agents: Developing and Analyzing Safety Architectures Ishaan Domkundwar Mukunda N S Ishaan Bhola Riddhik Kochhar LLMAG 26 1 0 03 Sep 2024
Internal Consistency and Self-Feedback in Large Language Models: A Survey Xun Liang Shichao Song Zifan Zheng Hanyu Wang Qingchen Yu ... Rong-Hua Li Peng Cheng Zhonghao Wang Feiyu Xiong Zhiyu Li HILM LRM 51 23 0 19 Jul 2024
TorchOpera: A Compound AI System for LLM Safety Shanshan Han Yuhang Yao Zijian Hu Dimitris Stripelis Zhaozhuo Xu Chaoyang He LLMAG 23 0 0 16 Jun 2024
A Survey of Language-Based Communication in Robotics William Hunt Sarvapali D. Ramchurn Mohammad D. Soorati LM&Ro 38 11 0 06 Jun 2024
From Sora What We Can See: A Survey of Text-to-Video Generation Rui Sun Yumin Zhang Tejal Shah Jiahao Sun Shuoying Zhang Wenqi Li Haoran Duan Bo Wei R. Ranjan EGVM 76 17 0 17 May 2024
BattleAgent: Multi-modal Dynamic Emulation on Historical Battles to Complement Historical Analysis Shuhang Lin Wenyue Hua Lingyao Li Che-Jui Chang Lizhou Fan Jianchao Ji Hang Hua Mingyu Jin Jiebo Luo Yongfeng Zhang LM&Ro LLMAG 43 8 0 23 Apr 2024
Reinforcement Learning from Multi-role Debates as Feedback for Bias Mitigation in LLMs Ruoxi Cheng Haoxuan Ma Shuirong Cao Jiaqi Li Aihua Pei Zhiqiang Wang Pengliang Ji Haoyu Wang Jiaqi Huo AI4CE 18 0 0 15 Apr 2024
Determinants of LLM-assisted Decision-Making Eva Eigner Thorsten Händler 33 29 0 27 Feb 2024
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 204 1,701 0 07 Apr 2023
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022