Gavin Taylor

Robust Optimization as Data Augmentation for Large-scale Graphs

2020 · arXiv (Cornell University)

Data augmentation helps neural networks generalize better by enlarging the training set, but it remains an open question how to effectively augment graph data to enhance the performance of GNNs (Graph Neural Networks). While most …