Authors

Chuan Shi

Publications 2

Preprint Open access

MASBench: Benchmarking LLM-based Multi-Agent Collaboration under Partial Observability

Qizhi Chu, Zekai Yu, Sijie Wen et al. · 2026

Large language models (LLMs) have progressively evolved into the core of autonomous agents. Building on this progress, LLM-based multi-agent systems (MAS) coordinate multiple agents into a synergistic team to accomplish complex tasks that exceed the capabilities of individual agents. The effectiveness of such systems d …

Preprint Open access

Explainable and Generalisable LLM-based Cognitive Decline Detection with Spontaneous Speech

Ziyun Cui, Wen Wu, Chuan Shi et al. · 2026

Alzheimer's disease (AD) and mild cognitive impairment (MCI), which may precede AD, manifest early through subtle linguistic and acoustic alterations. Traditional diagnostics, however, are often resource-intensive and lack scalability for mass screening. To address these challenges, we introduce a novel bilingual speec …

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