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Ilyes Azouani

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Jul 2026

Spherical caps and feature cones: a geometric analysis of adversarial false-accepts

A closed-form geometric baseline for adversarial risk, an empirical measurement of deep face anisotropy using this baseline, and a demonstration that despite this “anisotropy shield,” gradient-based attacks remain feasible by exploiting the encoder’s local Jacobian are contributed.

Ilyes Azouani, Kévin Carta, Stéfane Mouille · 0 citations