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cs.MA2026
Dynamic Trust-Aware Sparse Communication Topology for LLM-Based Multi-Agent Consensus
Wanshuang Gou, Zihan Liu
Large language model-driven multi-agent systems enhance the reliability of complex reasoning tasks through multi-round deliberation, role specialization, and cross-validation. Howe…
cs.MA2026
Agent System Operations: Categorization, Challenges, and Future Directions
Zexin Wang, Changhua Pei, Yuanhao Liu +10
As the reasoning capabilities of Large Language Models (LLMs) continue to advance, LLM-based agent systems offer advantages in flexibility and interpretability over traditional sys…