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Attacking Graph Foundation Models Through Their Shared Representation

arXiv cs.AI · 2026-07-22 Cached

This paper identifies and attacks the alignment layer of graph foundation models, showing it is a distinct attack surface vulnerable to perturbations at low budgets, especially for spectral tokenizers, and proposes detection-based defenses.

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