Author

Xiao-Jing Liao

3 papers indexed here

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Preprint Sep 2026

What's in Your Agent's Context? Context Privilege Escalation Attacks against AI Agent Harness

This analysis brings to light two novel categories of attacks in the context assembly of real-world harnesses: MessageRole Context Privilege Escalation (M-CPE), which occurs when attacker-controlled content originating from a low-privileged context is incorporated into a higher-privileged message role.

Zi-Chuan Li, Jian Cui, Ashley J. Chen et al. · 0 citations

#artificial intelligence Preprint Sep 2026

SCRIPTIOC-BENCH: A Benchmark for Recognizing Actionable Threat Intelligence from Script-Based Malware using LLMs

This work presents SCRIPTIOC-BENCH, a benchmark for measuring static IOC extraction capability on real-world malicious scripts, and evaluates a broad range of proprietary and open-weight LLMs, showing that IOC recovery without execution remains challenging across model scales.

Hanna Kim, Jian Cui, Minkyoo Song et al. · 0 citations

#artificial intelligence Preprint Sep 2026

The Natural Language Interaction Protocol and Standard for AI Agents

AI agents are increasingly being developed and deployed across organizations using heterogeneous agent-development frameworks, AI models, tool interfaces, protocols, and execution environments. To realize their potential social and business impact, these agents must be able to interoperate through a common communicatio...

Lu-Yi Xing, Rasit Onur Topaloglu, Ranjan Sinha et al. · 1 citation