Graph Neural Networks

Audio-Visual Scene Classification Based on Multi-modal Graph Fusion Interspeech 2022 Augmentation-Free Self-Supervised Learning on Graphs AAAI 2022 Augmentations in Hypergraph Contrastive Learning: Fabricated and Generative NeurIPS 2022 A Unified View of Relational Deep Learning for Drug Pair Scoring IJCAI 2022 AutoCoG: A Unified Data-Model Co-Search Framework for Graph Neural Networks AutoML 2022 AutoGCL: Automated Graph Contrastive Learning via Learnable View Generators AAAI 2022 AutoLink: Self-supervised Learning of Human Skeletons and Object Outlines by Linking Keypoints NeurIPS 2022 Automated Self-Supervised Learning for Graphs ICLR 2022 Automatic Relation-Aware Graph Network Proliferation CVPR 2022 A Variational Edge Partition Model for Supervised Graph Representation Learning NeurIPS 2022 Bag Graph: Multiple Instance Learning Using Bayesian Graph Neural Networks AAAI 2022 Balanced Spatial-Temporal Graph Structure Learning for Multivariate Time Series Forecasting: A Trade-off between Efficiency and Flexibility ACML 2022 Bandits for Structure Perturbation-Based Black-Box Attacks To Graph Neural Networks With Theoretical Guarantees CVPR 2022 Batch Active Learning with Graph Neural Networks via Multi-Agent Deep Reinforcement Learning AAAI 2022 Beyond GNNs: An Efficient Architecture for Graph Problems AAAI 2022 Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network IJCAI 2022 Beyond Real-world Benchmark Datasets: An Empirical Study of Node Classification with GNNs NeurIPS 2022 Beyond Shared Subspace: A View-Specific Fusion for Multi-View Multi-Label Learning AAAI 2022 Biological Instance Segmentation with a Superpixel-Guided Graph IJCAI 2022 BiSyn-GAT+: Bi-Syntax Aware Graph Attention Network for Aspect-based Sentiment Analysis ACL 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 Boosting Graph Structure Learning with Dummy Nodes ICML 2022 Bootstrapping Informative Graph Augmentation via A Meta Learning Approach IJCAI 2022