node classification

Beyond Real-world Benchmark Datasets: An Empirical Study of Node Classification with GNNs NeurIPS 2022 Blindfolded Attackers Still Threatening: Strict Black-Box Adversarial Attacks on Graphs AAAI 2022 Block Modeling-Guided Graph Convolutional Neural Networks AAAI 2022 BOND: Benchmarking Unsupervised Outlier Node Detection on Static Attributed Graphs NeurIPS 2022 CellTypeGraph: A New Geometric Computer Vision Benchmark CVPR 2022 CGLB: Benchmark Tasks for Continual Graph Learning NeurIPS 2022 Cluster Attack: Query-based Adversarial Attacks on Graph with Graph-Dependent Priors IJCAI 2022 CoCoS: Enhancing Semi-supervised Learning on Graphs with Unlabeled Data via Contrastive Context Sharing AAAI 2022 Cold Brew: Distilling Graph Node Representations with Incomplete or Missing Neighborhoods ICLR 2022 Co-Modality Graph Contrastive Learning for Imbalanced Node Classification NeurIPS 2022 Convolutional Neural Networks on Graphs with Chebyshev Approximation, Revisited NeurIPS 2022 CrossWalk: Fairness-Enhanced Node Representation Learning AAAI 2022 Defending Graph Convolutional Networks against Dynamic Graph Perturbations via Bayesian Self-Supervision AAAI 2022 Deformable Graph Convolutional Networks AAAI 2022 DEGREE: Decomposition Based Explanation for Graph Neural Networks ICLR 2022 Descent Steps of a Relation-Aware Energy Produce Heterogeneous Graph Neural Networks NeurIPS 2022 Differentially Private Graph Learning via Sensitivity-Bounded Personalized PageRank NeurIPS 2022 Doc-GCN: Heterogeneous Graph Convolutional Networks for Document Layout Analysis COLING 2022 End-to-End Open-Set Semi-Supervised Node Classification with Out-of-Distribution Detection IJCAI 2022 ERGO: Event Relational Graph Transformer for Document-level Event Causality Identification COLING 2022 EvenNet: Ignoring Odd-Hop Neighbors Improves Robustness of Graph Neural Networks NeurIPS 2022 Few-Shot Learning on Graphs IJCAI 2022 Generalized Equivariance and Preferential Labeling for GNN Node Classification AAAI 2022 Geodesic Graph Neural Network for Efficient Graph Representation Learning NeurIPS 2022 GRAND++: Graph Neural Diffusion with A Source Term ICLR 2022