Trojaning the Alignment: Stealthy Backdoor Attacks against Graph Foundation Models

Minhua Lin, Zhicheng Gao, Yilong Wang +3

Graph Foundation Models (GFMs) on text-attributed graphs (TAGs) align graph representations with language semantics to support transferable graph learning. Despite these advantages…