LATIDIA · Ciberseguridad

Exposición del monocultivo de vulnerabilidad a través de la robustez sistémica adversaria

arXiv:2610.27353v1 Announce Type: new Abstract: Debajo de la aparente diversidad de modelos de cimentación se encuentra una pila técnica cada vez más homogénea de tuberías de entrenamiento comunes, métodos de destilación y datos. Estos sha

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arXiv:2610.27353v1 Announce Type: new Abstract: Beneath the apparent diversity of foundation models lies an increasingly homogeneous technical stack of common training pipelines, distillation methods, and data. These shared algorithmic choices can expose an otherwise distinct model ecosystem to concentrated risks leading to a vulnerability monoculture. Yet current practice in assessing adversarial robustness is restricted to individual robustness scores and attack transfer rates, leaving open the unexplored fundamental question: how many attacks suffice for catastrophic widespread compromise? In this paper, we investigate the empirical nature of shared vulnerabilities within a model pool and introduce Systemic Adversarial Robustness (SAR), a novel measure of shared vulnerability of a model pool through the attack