PISA: Prioritized Invariant Subgraph Aggregation for Out-of-Distribution Generalization on Graphs

Ali Ghasemi, Farooq Ahmad Wani, Maria Sofia Bucarelli +1

Invariant learning on graphs aims to build predictors that rely on causal substructures rather than on environment-specific shortcuts. Current methods extract either a single invar…