Author

Jia-Hao Shi

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#machine learning Preprint Sep 2026

VEX-Bench: Benchmarking LLM Agents for Assessing Exploitability of Software Supply Chain Vulnerabilities

VEX-Bench is introduced, the first benchmark for evaluating LLM agents'ability to assess the exploitability of software supply chain vulnerabilities, and contains 75 real-world cases mined from GitHub and labeled by security experts, covering Python, Java, and Go.

Jia-Hao Shi, Edward Tsien, Yi-Feng Di et al. · 0 citations

Jul 2026

ABot-N1: Toward a General Visual Language Navigation Foundation Model

ABot-N1 establishes new state-of-the-art records, delivering massive gains specifically in urban-scale navigation: boosting POI arrival by 35.0% (to 77.3%) and achieving 95.4%/92.9% SR in complex indoor and outdoor scenes.

Ruiyan Gong, Ying-Nan Guo, Junjun Hu et al. · arXiv.org · 4 citations · ⚡1