Enhancing Value Alignment of LLMs with Multi-agent system and Combinatorial Fusion
Fuente:
arXiv
Saved in:
| Main Authors: | Wu, Yuanhong, Bouneffouf, Djallel, Hsu, D. Frank |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Enhancing LLMs for Power System Simulations: A Feedback-driven Multi-agent Framework
by: Jia, Mengshuo, et al.
Published: (2024)
by: Jia, Mengshuo, et al.
Published: (2024)
ValueFlow: Measuring the Propagation of Value Perturbations in Multi-Agent LLM Systems
by: Liu, Jinnuo, et al.
Published: (2026)
by: Liu, Jinnuo, et al.
Published: (2026)
Debate-Driven Multi-Agent LLMs for Phishing Email Detection
by: Nguyen, Ngoc Tuong Vy, et al.
Published: (2025)
by: Nguyen, Ngoc Tuong Vy, et al.
Published: (2025)
Collaborating Action by Action: A Multi-agent LLM Framework for Embodied Reasoning
by: White, Isadora, et al.
Published: (2025)
by: White, Isadora, et al.
Published: (2025)
LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models
by: Agashe, Saaket, et al.
Published: (2023)
by: Agashe, Saaket, et al.
Published: (2023)
Inherent and emergent liability issues in LLM-based agentic systems: a principal-agent perspective
by: Gabison, Garry A., et al.
Published: (2025)
by: Gabison, Garry A., et al.
Published: (2025)
Assemble Your Crew: Automatic Multi-agent Communication Topology Design via Autoregressive Graph Generation
by: Li, Shiyuan, et al.
Published: (2025)
by: Li, Shiyuan, et al.
Published: (2025)
A Novel Hierarchical Multi-Agent System for Payments Using LLMs
by: Chua, Joon Kiat, et al.
Published: (2026)
by: Chua, Joon Kiat, et al.
Published: (2026)
Specialists or Generalists? Multi-Agent and Single-Agent LLMs for Essay Grading
by: Idowu, Jamiu Adekunle, et al.
Published: (2026)
by: Idowu, Jamiu Adekunle, et al.
Published: (2026)
Agents that Matter: Optimizing Multi-Agent LLMs via Removal-Based Attribution
by: Lu, Mingyu, et al.
Published: (2026)
by: Lu, Mingyu, et al.
Published: (2026)
MAS-GPT: Training LLMs to Build LLM-based Multi-Agent Systems
by: Ye, Rui, et al.
Published: (2025)
by: Ye, Rui, et al.
Published: (2025)
Single-Agent LLMs Outperform Multi-Agent Systems on Multi-Hop Reasoning Under Equal Thinking Token Budgets
by: Tran, Dat, et al.
Published: (2026)
by: Tran, Dat, et al.
Published: (2026)
ColorEcosystem: Powering Personalized, Standardized, and Trustworthy Agentic Service in massive-agent Ecosystem
by: Wu, Fangwen, et al.
Published: (2025)
by: Wu, Fangwen, et al.
Published: (2025)
Anemoi: A Semi-Centralized Multi-agent System Based on Agent-to-Agent Communication MCP server from Coral Protocol
by: Ren, Xinxing, et al.
Published: (2025)
by: Ren, Xinxing, et al.
Published: (2025)
Cash or Comfort? How LLMs Value Your Inconvenience
by: Cedro, Mateusz, et al.
Published: (2025)
by: Cedro, Mateusz, et al.
Published: (2025)
LingxiDiagBench: A Multi-Agent Framework for Benchmarking LLMs in Chinese Psychiatric Consultation and Diagnosis
by: Xu, Shihao, et al.
Published: (2026)
by: Xu, Shihao, et al.
Published: (2026)
Talk to Right Specialists: Iterative Routing in Multi-agent Systems for Question Answering
by: Wu, Feijie, et al.
Published: (2025)
by: Wu, Feijie, et al.
Published: (2025)
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge
by: Rezaei, Mohammad Reza, et al.
Published: (2025)
by: Rezaei, Mohammad Reza, et al.
Published: (2025)
Multi-agent Architecture Search via Agentic Supernet
by: Zhang, Guibin, et al.
Published: (2025)
by: Zhang, Guibin, et al.
Published: (2025)
Benchmarking LLMs' Swarm intelligence
by: Ruan, Kai, et al.
Published: (2025)
by: Ruan, Kai, et al.
Published: (2025)
CLUES: Collaborative High-Quality Data Selection for LLMs via Training Dynamics
by: Zhao, Wanru, et al.
Published: (2025)
by: Zhao, Wanru, et al.
Published: (2025)
CAF-I: A Collaborative Multi-Agent Framework for Enhanced Irony Detection with Large Language Models
by: Liu, Ziqi., et al.
Published: (2025)
by: Liu, Ziqi., et al.
Published: (2025)
Safe Multi-agent Reinforcement Learning with Natural Language Constraints
by: Wang, Ziyan, et al.
Published: (2024)
by: Wang, Ziyan, et al.
Published: (2024)
X-MAS: Towards Building Multi-Agent Systems with Heterogeneous LLMs
by: Ye, Rui, et al.
Published: (2025)
by: Ye, Rui, et al.
Published: (2025)
Breaking Event Rumor Detection via Stance-Separated Multi-Agent Debate
by: Zhang, Mingqing, et al.
Published: (2024)
by: Zhang, Mingqing, et al.
Published: (2024)
Scaling Personality Control in LLMs with Big Five Scaler Prompts
by: Cho, Gunhee, et al.
Published: (2025)
by: Cho, Gunhee, et al.
Published: (2025)
Value-Based Large Language Model Agent Simulation for Mutual Evaluation of Trust and Interpersonal Closeness
by: Sakamoto, Yuki, et al.
Published: (2025)
by: Sakamoto, Yuki, et al.
Published: (2025)
LLMs with Personalities in Multi-issue Negotiation Games
by: Noh, Sean, et al.
Published: (2024)
by: Noh, Sean, et al.
Published: (2024)
DataSage: Multi-agent Collaboration for Insight Discovery with External Knowledge Retrieval, Multi-role Debating, and Multi-path Reasoning
by: Liu, Xiaochuan, et al.
Published: (2025)
by: Liu, Xiaochuan, et al.
Published: (2025)
From Standalone LLMs to Integrated Intelligence: A Survey of Compound Al Systems
by: Chen, Jiayi, et al.
Published: (2025)
by: Chen, Jiayi, et al.
Published: (2025)
Rethinking the Reliability of Multi-agent System: A Perspective from Byzantine Fault Tolerance
by: Zheng, Lifan, et al.
Published: (2025)
by: Zheng, Lifan, et al.
Published: (2025)
SMoA: Improving Multi-agent Large Language Models with Sparse Mixture-of-Agents
by: Li, Dawei, et al.
Published: (2024)
by: Li, Dawei, et al.
Published: (2024)
Rethinking the Value of Multi-Agent Workflow: A Strong Single Agent Baseline
by: Xu, Jiawei, et al.
Published: (2026)
by: Xu, Jiawei, et al.
Published: (2026)
Why Solving Multi-agent Path Finding with Large Language Model has not Succeeded Yet
by: Chen, Weizhe, et al.
Published: (2024)
by: Chen, Weizhe, et al.
Published: (2024)
Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems
by: Zhang, Shaokun, et al.
Published: (2025)
by: Zhang, Shaokun, et al.
Published: (2025)
Do Mixed-Vendor Multi-Agent LLMs Improve Clinical Diagnosis?
by: Yuan, Grace Chang, et al.
Published: (2026)
by: Yuan, Grace Chang, et al.
Published: (2026)
Beyond Browsing: API-Based Web Agents
by: Song, Yueqi, et al.
Published: (2024)
by: Song, Yueqi, et al.
Published: (2024)
MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents
by: Zhu, Kunlun, et al.
Published: (2025)
by: Zhu, Kunlun, et al.
Published: (2025)
Systematic Failures in Collective Reasoning under Distributed Information in Multi-Agent LLMs
by: Li, Yuxuan, et al.
Published: (2025)
by: Li, Yuxuan, et al.
Published: (2025)
Multi-User Large Language Model Agents
by: Yang, Shu, et al.
Published: (2026)
by: Yang, Shu, et al.
Published: (2026)
Similar Items
-
Enhancing LLMs for Power System Simulations: A Feedback-driven Multi-agent Framework
by: Jia, Mengshuo, et al.
Published: (2024) -
ValueFlow: Measuring the Propagation of Value Perturbations in Multi-Agent LLM Systems
by: Liu, Jinnuo, et al.
Published: (2026) -
Debate-Driven Multi-Agent LLMs for Phishing Email Detection
by: Nguyen, Ngoc Tuong Vy, et al.
Published: (2025) -
Collaborating Action by Action: A Multi-agent LLM Framework for Embodied Reasoning
by: White, Isadora, et al.
Published: (2025) -
LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models
by: Agashe, Saaket, et al.
Published: (2023)