A shared representation layer in graph foundation models is a distinct attack surface: input edits break three of six models and one spectral tokenizer is uniquely fragile.
Proceedings of the AAAI Conference on Artificial Intelligence , author=
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Attacking Graph Foundation Models Through Their Shared Representation
A shared representation layer in graph foundation models is a distinct attack surface: input edits break three of six models and one spectral tokenizer is uniquely fragile.