Author

Jonathan Petit

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Preprint Aug 2026

Multi-Task Consistency-based Detection of Adversarial Attacks

This work proposes an efficient and effective adversarial attack detection scheme leveraging the multi-task perception within a complex vision system, and develops a consistency score metric to measure the inconsistency between vision tasks.

Cong Chen, J. Monteuuis, Jonathan Petit · 0 citations

#artificial intelligence Preprint Aug 2026

Semantic Watermarking with Order-Robust Detection over Sub-sentence Units

(k)-SwordStamp is designed: semantic watermarks with order-robust detection over sub-sentence units, reducing sensitivity to attacker-chosen structure at a small quality cost.

Abdulrahman Diaa, Jonathan Petit, Florian Kerschbaum · 0 citations