Author

Pascal Frossard

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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

Open access Sep 2026

Resolving context-specific protein-protein interactomes for biological discovery and therapeutic target prioritisation

ProtScape, a multiscale graph-learning framework integrating global protein interactions, cell-type gene expression and protein language models to learn context-specific representations and infer interactomes across more than 200 cell types, substantially outperforms existing approaches in interaction reconstruction.

Alois Thomas, Lisa Fournier, Vincent Jung et al. · bioRxiv · 0 citations