Author

Xiao-Yue Zhang

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#artificial intelligence Preprint Oct 2026

When Messages Go Wrong: Understanding Communication Faults in LLM-Based Multi-Agent Systems

LLM-based multi-agent systems (LLM-MAS) use specialized agents that exchange messages to accomplish complex tasks. Their reliance on networked protocols, remote tools, and model endpoints exposes communication to message loss, delay, and context expiration. Because agents often exchange open-ended natural language, ano...

Jin-Hao Zhou, Xiao-Yue Zhang, Jiongchi Yu et al. · 0 citations

#artificial intelligence Review Sep 2026

STRATA: Self-Learning Through Role-Aligned Tiered Agents for Real-Time Strategy Games

Real-time strategy (RTS) games require agents to coordinate economic development, production and construction, base defense, unit organization, and attack timing over long matches. Existing studies have applied large language models to command decision-making in RTS games, enabling agents to read textual game states an...

Xin-He Tian, Xiao-Yue Zhang, Zi-You Zhang et al. · 0 citations