node classification

Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching AAAI 2022 GraphENS: Neighbor-Aware Ego Network Synthesis for Class-Imbalanced Node Classification ICLR 2022 Graph Few-shot Learning with Task-specific Structures NeurIPS 2022 GraphFM: Improving Large-Scale GNN Training via Feature Momentum ICML 2022 Graph-less Neural Networks: Teaching Old MLPs New Tricks Via Distillation ICLR 2022 Graph Pointer Neural Networks AAAI 2022 Hierarchical Diffusion Scattering Graph Neural Network IJCAI 2022 High-Order Pooling for Graph Neural Networks with Tensor Decomposition NeurIPS 2022 Information Augmentation for Few-shot Node Classification IJCAI 2022 Information Gain Propagation: a New Way to Graph Active Learning with Soft Labels ICLR 2022 Layer-wise Adaptive Graph Convolution Networks Using Generalized Pagerank ACML 2022 Learning Continuous Graph Structure with Bilevel Programming for Graph Neural Networks IJCAI 2022 Learning Label Initialization for Time-Dependent Harmonic Extension. IJCAI 2022 Lifelong Graph Learning CVPR 2022 MERIT: Learning Multi-level Representations on Temporal Graphs IJCAI 2022 MGNNI: Multiscale Graph Neural Networks with Implicit Layers NeurIPS 2022 MMAN: Metapath Based Multi-Level Graph Attention Networks for Heterogeneous Network Embedding (Student Abstract) AAAI 2022 Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction ICLR 2022 Node Feature Kernels Increase Graph Convolutional Network Robustness AISTATS 2022 NodeFormer: A Scalable Graph Structure Learning Transformer for Node Classification NeurIPS 2022 NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs ICLR 2022 Node Representation Learning in Graph via Node-to-Neighbourhood Mutual Information Maximization CVPR 2022 Nonparametric exponential family graph embeddings for multiple representation learning UAI 2022 Omni-Granular Ego-Semantic Propagation for Self-Supervised Graph Representation Learning ICML 2022 On the Use of Unrealistic Predictions in Hundreds of Papers Evaluating Graph Representations AAAI 2022