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Vicky Kouni

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#machine learning Preprint Sep 2026

Frame the adversary: a structure-aware attack methodology

Frequency-based adversarial attacks have recently grown popular by exploiting spectral sensitivities shared across neural architectures. Unlike spatial perturbations, frequency-based attacks expose deeper vulnerabilities, making them especially valuable for robust evaluation of safety-critical and security-sensitive ap...

Vicky Kouni, Stelios Perrakis, Francis R. Bach et al. · 0 citations
Preprint Jul 2026

Similarity-Aware Machine Unlearning

Machine unlearning removes the influence of user-specified training examples from a trained model, avoiding the need to retrain it from scratch. Localization-based methods improve unlearning efficiency by identifying a subset of influential model parameters. However, existing approaches select parameters based solely o...

Madhavan Citalamangalam Kumaran, M. P. Unni, Vicky Kouni et al. · 0 citations

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