Rethinking GNNs and Missing Features: Challenges, Evaluation and a Robust Solution

Francesco Ferrini, Veronica Lachi, Antonio Longa +5

Handling missing node features is a key challenge for deploying Graph Neural Networks (GNNs) in real-world domains such as healthcare and sensor networks. Existing studies mostly a…