Graph Neural Networks

Graph Structure Learning with Variational Information Bottleneck AAAI 2022 HAGEN: Homophily-Aware Graph Convolutional Recurrent Network for Crime Forecasting AAAI 2022 Hierarchical Graph Transformer with Adaptive Node Sampling NeurIPS 2022 High-Order Pooling for Graph Neural Networks with Tensor Decomposition NeurIPS 2022 HL-Net: Heterophily Learning Network for Scene Graph Generation CVPR 2022 How Attentive are Graph Attention Networks? ICLR 2022 How Powerful are K-hop Message Passing Graph Neural Networks NeurIPS 2022 How Powerful are Spectral Graph Neural Networks ICML 2022 Hybrid Neural Networks for On-Device Directional Hearing AAAI 2022 Hypergraph Structure Learning for Hypergraph Neural Networks IJCAI 2022 Identifying relevant common sense information in knowledge graphs ACL 2022 Improving Subgraph Recognition With Variational Graph Information Bottleneck CVPR 2022 Inducing and Using Alignments for Transition-based AMR Parsing NAACL 2022 Joint Deep Multi-Graph Matching and 3D Geometry Learning from Inhomogeneous 2D Image Collections AAAI 2022 Joint Learning-based Heterogeneous Graph Attention Network for Timeline Summarization NAACL 2022 KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media NAACL 2022 KE-GCL: Knowledge Enhanced Graph Contrastive Learning for Commonsense Question Answering EMNLP 2022 KerGNNs: Interpretable Graph Neural Networks with Graph Kernels AAAI 2022 Layer-wise Adaptive Graph Convolution Networks Using Generalized Pagerank ACML 2022 Learning Causally Invariant Representations for Out-of-Distribution Generalization on Graphs NeurIPS 2022 Learning from Counterfactual Links for Link Prediction ICML 2022 Learning Influence Adoption in Heterogeneous Networks AAAI 2022 Learning Label Initialization for Time-Dependent Harmonic Extension. IJCAI 2022 Learning Physical Dynamics with Subequivariant Graph Neural Networks NeurIPS 2022 Learning Superpoint Graph Cut for 3D Instance Segmentation NeurIPS 2022