2 papers
cs.SE2026
From Language to Action: Enhancing LLM Task Efficiency with Task-Aware MCP Server Recommendation
Shiyu He, Zhiman Chen, Yuqi Zhao +3
The rapid expansion of the model context protocol (MCP) ecosystem enables large language model (LLM)-based agents to access a wide range of external tools via a standardized interf…
cs.CL2026
EvoSpark: Endogenous Interactive Agent Societies for Unified Long-Horizon Narrative Evolution
Shiyu He, Minchi Kuang, Mengxian Wang +2
Realizing endogenous narrative evolution in LLM-based multi-agent systems is hindered by the inherent stochasticity of generative emergence. In particular, long-horizon simulations…