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Author

Hui Jiang

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Preprint Sep 2026

Beyond Natural Images: Rethinking AI-Generated Image Detection in Documents

AI-generated image detection has attracted increasing attention, but existing evaluations mainly focus on natural images, leaving AI-generated document images largely underexplored. This omission is concerning because documents often appear in sensitive real-world scenarios, such as invoices, expense reports, certifica...

Zhang-Jie Fu, Jia-Zhen Yan, Yuan-Wen Chen et al. · 0 citations
Jul 2026

Agent Harness Distillation: Inference-Time Harness Extraction and Exploitation in Autonomous Multi-Agent Systems

This work introduces Agent Harness Distillation (AHD), a framework for studying the security risks arising from inference-time harness extraction in AMAS and proposes a deception-based defense that reduces harness extraction effectiveness while preserving the utility of the protected agent.

Yu Cui, Wuli Yang, Yirui Shi et al. · 0 citations

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