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Fresh picks from ArXiv This week features SIDMOD and CVPR accepted papers + ICML submissions; graph embeddings for text classification and surveys on reconstruction conjecture and double descent. SIGMOD • Exact Single-Source SimRank Computation on Large Graphs • An Algorithm for Context-Free Path Queries over Graph Databases • A1: A Distributed In-Memory Graph Database — Bing's graph database GNN • Principal Neighbourhood Aggregation for Graph Nets with Petar Veličković; on the injection with continuous features • VGCN-BERT: Augmenting BERT with Graph Embedding for Text Classification — application to NLP CVPR • Semantic Image Manipulation Using Scene Graphs ICML • Learning to Recognize Spatial Configurations of Objects with Graph Neural Networks • Graph Highway Networks • The general theory of permutation equivarant neural networks and higher order graph variational encoders Graph Theory • On reconstruction of graphs from the multiset of subgraphs obtained by deleting ℓ vertices Survey • A Brief Prehistory of Double Descent