MLGIB: Multi-Label Graph Information Bottleneck for Expressive and Robust Message Passing

Chaokai Wu, Haofu Shi, Ningxuan Ma +2

Graph Neural Networks (GNNs) suffer from over-squashing in deep message passing, where information from exponentially growing neighborhoods is compressed into fixed-dimensional rep…