Graph Neural Networks

Fast Graph Neural Tangent Kernel via Kronecker Sketching AAAI 2022 fGOT: Graph Distances Based on Filters and Optimal Transport AAAI 2022 Finding Global Homophily in Graph Neural Networks When Meeting Heterophily ICML 2022 From One to All: Learning to Match Heterogeneous and Partially Overlapped Graphs AAAI 2022 GALAXY: Graph-based Active Learning at the Extreme ICML 2022 Generalized Equivariance and Preferential Labeling for GNN Node Classification AAAI 2022 Generic and Trend-aware Curriculum Learning for Relation Extraction NAACL 2022 Geodesic Graph Neural Network for Efficient Graph Representation Learning NeurIPS 2022 GeomGCL: Geometric Graph Contrastive Learning for Molecular Property Prediction AAAI 2022 GLAF: Global-to-Local Aggregation and Fission Network for Semantic Level Fact Verification COLING 2022 Going Deeper into Permutation-Sensitive Graph Neural Networks ICML 2022 Grad-Align: Gradual Network Alignment via Graph Neural Networks (Student Abstract) AAAI 2022 Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question Answering EMNLP 2022 Graph-based Model Generation for Few-Shot Relation Extraction EMNLP 2022 Graph Coloring via Neural Networks for Haplotype Assembly and Viral Quasispecies Reconstruction NeurIPS 2022 Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching AAAI 2022 Graph Convolution Network based Recommender Systems: Learning Guarantee and Item Mixture Powered Strategy NeurIPS 2022 Graph-Coupled Oscillator Networks ICML 2022 GraphDE: A Generative Framework for Debiased Learning and Out-of-Distribution Detection on Graphs NeurIPS 2022 Graph Filtration Kernels AAAI 2022 Graph Neural Architecture Search Under Distribution Shifts ICML 2022 Graph Neural Network Bandits NeurIPS 2022 Graph Neural Networks are Dynamic Programmers NeurIPS 2022 Graph Pointer Neural Networks AAAI 2022 Graph Scattering beyond Wavelet Shackles NeurIPS 2022