Implicit Regularization of Mini-Batch Training in Graph Neural Networks

Clement Wang, Antoine Vialle, Robin Vaysse +1

Mini-batch training of Graph Neural Networks (GNNs) is fundamentally different from training on i.i.d. data: sampling a subgraph alters the topology and introduces boundary effects…