Robust GNN Watermarking via Implicit Perception of Topological Invariants

Jipeng Li, Yanning Shen, Yannning Shen

Graph Neural Networks (GNNs) represent valuable intellectual property, yet watermarks based on out-of-distribution triggers can weaken under pruning, fine-tuning, and distillation.…