GLNBench – Benchmarked GNNs under label noise and found they collapse
A new benchmark, GLNBench, reveals that graph neural networks (GNNs) collapse under label noise when using strong backbones, with geometry-based methods like ERASE and UnionNET suffering rank collapse to near one on 512-…