Post #590

Fresh picks from ArXiv This week on ArXiv: improving robustness by resampling a graph, learning better scenes, and new homophily definitions 🐤 If I forgot to mention your paper, please shoot me a message and I will update the post. GNNs * Training Graph Neural Networks by Graphon Estimation * Learning to Generate Scene Graph from Natural Language Supervision ICCV 2021 * Pointspectrum: Equivariance Meets Laplacian Filtering for Graph Representation Learning * Sparsifying the Update Step in Graph Neural Networks * Adaptive Label Smoothing To Regularize Large-Scale Graph Training Math * How likely is a random graph shift-enabled? * The Popularity-Homophily Index: A new way to measure Homophily in Directed Graphs