Ken Huang
2 indexed papers
Recent (6 mo)
2With code
0Influential cites
0Benchmarked
0Publications per year
226
Top categories
Crypto×2AI×1
Frequent co-authors
Research Timeline
2026
LAAF: Logic-layer Automated Attack Framework A Systematic Red-Teaming Methodology for LPCI Vulnerabilities in Agentic Large Language Model Systems
The paper introduces LAAF, a novel automated red-teaming framework, to systematically test and exploit Logic-layer Prompt Control Injection (LPCI) vulnerabilities in complex agentic LLM systems.
The Defense Trilemma: Why Prompt Injection Defense Wrappers Fail?
The paper proves that no continuous, utility-preserving wrapper defense can make all inputs strictly safe for a language model with a connected prompt space, establishing a 'defense trilemma' among continuity, utility preservation, and completeness.
Highlighted terms show continued research focus across papers
Papers
cs.CRcs.AIRecentApr 7, 2026
The Defense Trilemma: Why Prompt Injection Defense Wrappers Fail?
The paper proves that no continuous, utility-preserving wrapper defense can make all inputs strictly safe for a language model with a connected prompt space, establishing a 'defense trilemma' among co…
View →
cs.CRRecentMar 18, 2026