Manish Bhatt
2 indexed papers
Recent (6 mo)
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226
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Crypto×2AI×1
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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.
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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…
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cs.CRRecentMar 18, 2026