This repository organizes and maintains a comprehensive bibliography of recent papers covering graph neural networks, node embeddings, graph representation learning, and related deep learning topics. Papers are indexed by research venue and categorized by subtopic such as unsupervised representation learning, graph convolutional networks, and high-order proximity modeling.