ICLR2025

Explanations of GNN on Evolving Graphs via Axiomatic Layer edges

Yazheng Liu, Sihong Xie

Abstract

Edge weight increased Edge weight decreased Class 1 Class 2 Graphs evolve as edge weights change continuously, leading to model prediction shifts We aim to select important changed elements to explain model prediction shifts Background (2/16