Author

F. Nait-Abdesselam

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#diffusion models Open access Oct 2026

Evasion attacks on generative safeguards: target-concept reappearance under structural control in grey-box settings

This paper proposes Structure-Guided Concept Reappearance (SGCR), an inference-time attack that combines a benign prompt with a structural condition, such as a Canny edge map, depth map, or segmentation map, to induce target-related outputs without retraining, gradient-based optimization, or modification of the defende...

Qi-Qi Bao, Jiao-Ling Li, Yun-Xin Zhang et al. · Cybersecurity · 0 citations

#machine learning Open access Mar 2025

Trust Under Siege: Label Spoofing Attacks Against Machine Learning for Android Malware Detection

Concerns are raised about the trustworthiness of ML training processes based on AV annotations and it is argued that further investigation is needed to develop more reliable labeling strategies.

Tianwei Lan, Luca Demetrio, F. Nait-Abdesselam et al. · IEEE Transactions on Informa... · 5 citations

Preprint Aug 2026

An Adaptive Gradient Clipping and Noise Injection Mechanism for Differentially Private Federated Learning

It is demonstrated that round-wise, layer-wise adaptation can improve the privacy-accuracy-efficiency trade-off of differentially private federated learning.

Wenjing Wei, Alla Jammine, F. Nait-Abdesselam · 0 citations