Cover Image

Beyond the All-in-One Agent: Benchmarking Role-Specialized Multi-Agent Collaboration in Enterprise Workflows

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yu, Tao, Wang, Hao, Li, Changyu, Chai, Shenghua, Zhang, Minghui, Luo, Zhongtian, Zhou, Yuxuan, Jin, Haopeng, Kang, Zhaolu, Yang, Jiabing, Zhang, YiFan, Wang, Xinming, Yi, Hongzhu, He, Zheqi, Zheng, Jing-Shu, Yang, Xi, Huang, Yan, Wang, Liang
Format:	Preprint
Published:	2026
Subjects:	Multiagent Systems Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Omni-DeepSearch: A Benchmark for Audio-Driven Omni-Modal Deep Search
by: Yu, Tao, et al.
Published: (2026)

Communication to Completion: Modeling Collaborative Workflows with Intelligent Multi-Agent Communication
by: Lu, Yiming, et al.
Published: (2025)

Gated Coordination for Efficient Multi-Agent Collaboration in Minecraft Game
by: Jian, HuaDong, et al.
Published: (2026)

SC-MAS: Constructing Cost-Efficient Multi-Agent Systems with Edge-Level Heterogeneous Collaboration
by: Zhao, Di, et al.
Published: (2026)

Safe Multi-Agent Deep Reinforcement Learning for Privacy-Aware Edge-Device Collaborative DNN Inference
by: Wang, Hong, et al.
Published: (2026)

Auto-Slides: An Interactive Multi-Agent System for Creating and Customizing Research Presentations
by: Yang, Yuheng, et al.
Published: (2025)

When Does Multi-Agent Collaboration Help? An Entropy Perspective
by: Zhao, Yuxuan, et al.
Published: (2026)

Are LLM Agents the New RPA? A Comparative Study with RPA Across Enterprise Workflows
by: Průcha, Petr, et al.
Published: (2025)

VLM-CAD: VLM-Optimized Collaborative Agent Design Workflow for Analog Circuit Sizing
by: Pan, Guanyuan, et al.
Published: (2026)

Self-Organizing Agent Network for LLM-based Workflow Automation
by: Xiong, Yiming, et al.
Published: (2025)

HAWK: A Hierarchical Workflow Framework for Multi-Agent Collaboration
by: Cheng, Yuyang, et al.
Published: (2025)

Stronger-MAS: Multi-Agent Reinforcement Learning for Collaborative LLMs
by: Zhao, Yujie, et al.
Published: (2025)

Agent Exchange: Shaping the Future of AI Agent Economics
by: Yang, Yingxuan, et al.
Published: (2025)

An Empirical Study of Multi-Agent Collaboration for Automated Research
by: Shen, Yang, et al.
Published: (2026)

Subgoal-based Hierarchical Reinforcement Learning for Multi-Agent Collaboration
by: Xu, Cheng, et al.
Published: (2024)

A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
by: Liu, Zijun, et al.
Published: (2023)

CACA Agent: Capability Collaboration based AI Agent
by: Xu, Peng, et al.
Published: (2024)

Rethinking the Value of Multi-Agent Workflow: A Strong Single Agent Baseline
by: Xu, Jiawei, et al.
Published: (2026)

Collaborative Belief Reasoning with LLMs for Efficient Multi-Agent Collaboration
by: Wang, Zhimin, et al.
Published: (2025)

EncGPT: A Multi-Agent Workflow for Dynamic Encryption Algorithms
by: Li, Donghe, et al.
Published: (2025)

LLM-Enhanced Multi-Agent Reinforcement Learning with Expert Workflow for Real-Time P2P Energy Trading
by: Lou, Chengwei, et al.
Published: (2025)

RoundTable: Investigating Group Decision-Making Mechanism in Multi-Agent Collaboration
by: Cho, Young-Min, et al.
Published: (2024)

CTS-CBS: A New Approach for Multi-Agent Collaborative Task Sequencing and Path Finding
by: Jiang, Junkai, et al.
Published: (2025)

AgentConductor: Topology Evolution for Multi-Agent Competition-Level Code Generation
by: Wang, Siyu, et al.
Published: (2026)

Agent-GSPO: Communication-Efficient Multi-Agent Systems via Group Sequence Policy Optimization
by: Fan, Yijia, et al.
Published: (2025)

Belief-Driven Multi-Agent Collaboration via Approximate Perfect Bayesian Equilibrium for Social Simulation
by: Fang, Weiwei, et al.
Published: (2026)

GUARDIAN: Safeguarding LLM Multi-Agent Collaborations with Temporal Graph Modeling
by: Zhou, Jialong, et al.
Published: (2025)

AgentNet: Decentralized Evolutionary Coordination for LLM-based Multi-Agent Systems
by: Yang, Yingxuan, et al.
Published: (2025)

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration
by: Bian, Haoyu, et al.
Published: (2026)

TrustResearcher: Automating Knowledge-Grounded and Transparent Research Ideation with Multi-Agent Collaboration
by: Zhou, Jiawei, et al.
Published: (2025)

MasHost Builds It All: Autonomous Multi-Agent System Directed by Reinforcement Learning
by: Yang, Kuo, et al.
Published: (2025)

Foam-Agent: Towards Automated Intelligent CFD Workflows
by: Yue, Ling, et al.
Published: (2025)

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments
by: Wang, Wan, et al.
Published: (2025)

LLM Enabled Multi-Agent System for 6G Networks: Framework and Method of Dual-Loop Edge-Terminal Collaboration
by: Qu, Zheyan, et al.
Published: (2025)

MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment
by: Zhang, Ming, et al.
Published: (2025)

DAO-Agent: Zero Knowledge-Verified Incentives for Decentralized Multi-Agent Coordination
by: Xia, Yihan, et al.
Published: (2025)

Generalizable Agent Modeling for Agent Collaboration-Competition Adaptation with Multi-Retrieval and Dynamic Generation
by: Wang, Chenxu, et al.
Published: (2025)

Can a Robot Walk the Robotic Dog: Triple-Zero Collaborative Navigation for Heterogeneous Multi-Agent Systems
by: Wang, Yaxuan, et al.
Published: (2026)

MetaCogAgent: A Metacognitive Multi-Agent LLM Framework with Self-Aware Task Delegation
by: Wang, Chenyu, et al.
Published: (2026)

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture
by: Lee, Yeawon, et al.
Published: (2025)