3 papers
cs.CR2026
Beyond Direct Access: Resource Hijacking in LLM Agents
Puyu Zeng, Qibing Ren
Large language model agents are increasingly connected to high-value resources such as computing infrastructure, credentials, usage budgets, identities, private knowledge, communic…
cs.CR2026
ColluSkill: Adversarial Cross-Skill Composition for Evading Agent Skill Scanners
Puyu Zeng, Simeng Qin, Jingzhi Li +3
Agent skills are emerging as an important attack surface in LLM-based agent systems. Through an empirical study of existing skill scanners, we find that current defenses mainly ins…
cs.SE2026
IndustryCode: A Benchmark for Industry Code Generation
Puyu Zeng, Zhaoxi Wang, Zhixu Duan +7
Code generation and comprehension by Large Language Models (LLMs) have emerged as core drivers of industrial intelligence and decision optimization, finding widespread application…