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Siyuan Cao

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#machine learning Preprint Aug 2026

ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities?

ContinualSkillBench is introduced, a dynamic evaluation framework for in-context continual skill learning that shows that current in-context skill evolution mechanisms can support continual adaptation, but still struggle to consistently consolidate experience into robust and transferable skills.

Tianyi Guan, Yiding Wang, Haotong Yang et al. · 2 citations
Conference Aug 2026

Research on safety helmet wearing detection algorithm for workers at water conservancy construction sites based on the HDS-DETR network

The construction safety of workers in hydraulic construction sites that are crowded and difficult to manage is very serious. When personnel movement is frequent, the status of workers wearing safety helmets is difficult to monitor in real time. The focus of this study is the design of HDS-DETR model which is aimed to i...

Shousong Liu, Qiulei Zhang, J. Mi et al. · 0 citations

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