Graph Neural Networks

Understanding Attention and Generalization in Graph Neural Networks NeurIPS 2019 Understanding Human Gaze Communication by Spatio-Temporal Graph Reasoning ICCV 2019 Understanding the Representation Power of Graph Neural Networks in Learning Graph Topology NeurIPS 2019 Universal Invariant and Equivariant Graph Neural Networks NeurIPS 2019 Unsupervised Inductive Graph-Level Representation Learning via Graph-Graph Proximity IJCAI 2019 Variational Graph Embedding and Clustering with Laplacian Eigenmaps IJCAI 2019 Variational Graph Recurrent Neural Networks NeurIPS 2019 vGraph: A Generative Model for Joint Community Detection and Node Representation Learning NeurIPS 2019 Visual-Semantic Graph Reasoning for Pedestrian Attribute Recognition AAAI 2019 Visual Semantic Reasoning for Image-Text Matching ICCV 2019 Wasserstein Weisfeiler-Lehman Graph Kernels NeurIPS 2019 Weisfeiler and Leman Go Neural: Higher-Order Graph Neural Networks AAAI 2019 What Object Should I Use? - Task Driven Object Detection CVPR 2019 You Shall Know a User by the Company It Keeps: Dynamic Representations for Social Media Users in NLP EMNLP 2019 Zero-Shot Video Object Segmentation via Attentive Graph Neural Networks ICCV 2019 Adaptive Sampling Towards Fast Graph Representation Learning NeurIPS 2018 Adversarially Regularized Graph Autoencoder for Graph Embedding IJCAI 2018 Anonymous Walk Embeddings ICML 2018 Automatic Opioid User Detection from Twitter: Transductive Ensemble Built on Different Meta-graph Based Similarities over Heterogeneous Information Network IJCAI 2018 Bayesian Semi-supervised Learning with Graph Gaussian Processes NeurIPS 2018 Beyond Grids: Learning Graph Representations for Visual Recognition NeurIPS 2018 Combinatorial Optimization with Graph Convolutional Networks and Guided Tree Search NeurIPS 2018 Constrained Graph Variational Autoencoders for Molecule Design NeurIPS 2018 Contextual Graph Markov Model: A Deep and Generative Approach to Graph Processing ICML 2018 Dating Documents using Graph Convolution Networks ACL 2018