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Ramesh Karri

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#artificial intelligence Preprint Oct 2026

Which Image Property Carries the Jailbreak? A Controlled Dissection of Image-to-Text Jailbreaks

Image-to-text jailbreaks place harmful intent in text, image content, or the relationship between them. We examine image-side factors across four published attack families on a 313-prompt StrongREJECT slice, using five multimodal models and an additional appendix evaluation of InternVL3.5-8B. The harmful instruction is...

Bo-Yuan Chen, Yehia Dawoud, Hailemariam Mersha et al. · 0 citations
Preprint Aug 2026

How Do LLM Agents Actually Get the Flag? Trace-Level Provenance for Agentic Offensive Security Evaluation

CTF-ABACUS is introduced, a trace-based agent auditing framework that reconstructs each run as an evidence-grounded solve profile that provides a basis for designing benchmarks that better isolate the offensive capabilities of autonomous language-model agents.

Kimberly Milner, Ming-Hao Shao, Nanda Rani et al. · 2 citations
Open access 2026

From Trace to Line: An Empirical Study of What Drives LLM-Based OSS Vulnerability Localization

This paper introduces T2L (Trace-to-Line), a reproducible research framework that narrows repository-scale code into candidate vulnerable lines through AST-based chunking, structured diagnostic information collection, and evidence-guided refinement that improves trace-to-line localization.

Hao-Ran Xi, Ming-Hao Shao, Brendan Dolan-Gavitt et al. · 0 citations

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