Robust GNN Watermarking via Implicit Perception of Topological Invariants

Jipeng Li, Yannning Shen

Graph Neural Networks (GNNs) are valuable intellectual property, yet many watermarks rely on backdoor triggers that break under common model edits and create ownership ambiguity. W…