Graph Neural Networks

Self-Supervised Graph Neural Networks via Diverse and Interactive Message Passing AAAI 2022 Self-Supervised Transformers for Unsupervised Object Discovery Using Normalized Cut CVPR 2022 Sharing Parameter by Conjugation for Knowledge Graph Embeddings in Complex Space COLING 2022 SHINE: SubHypergraph Inductive Neural nEtwork NeurIPS 2022 Simple Unsupervised Graph Representation Learning AAAI 2022 Simplified Graph Convolution with Heterophily NeurIPS 2022 Simultaneous Graph Signal Clustering and Graph Learning ICML 2022 SISER: Semantic-Infused Selective Graph Reasoning for Fact Verification COLING 2022 SkinningNet: Two-Stream Graph Convolutional Neural Network for Skinning Prediction of Synthetic Characters CVPR 2022 Solving Disjunctive Temporal Networks with Uncertainty under Restricted Time-Based Controllability Using Tree Search and Graph Neural Networks AAAI 2022 Sparse Structure Learning via Graph Neural Networks for Inductive Document Classification AAAI 2022 Spatial Commonsense Graph for Object Localisation in Partial Scenes CVPR 2022 SpeqNets: Sparsity-aware permutation-equivariant graph networks ICML 2022 Spiking Graph Convolutional Networks IJCAI 2022 SSEGCN: Syntactic and Semantic Enhanced Graph Convolutional Network for Aspect-based Sentiment Analysis NAACL 2022 Structural Entropy Guided Graph Hierarchical Pooling ICML 2022 Structural Landmarking and Interaction Modelling: A “SLIM” Network for Graph Classification AAAI 2022 Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question Answering ACL 2022 TD-GEN: Graph Generation Using Tree Decomposition AISTATS 2022 Temporal aware Multi-Interest Graph Neural Network for Session-based Recommendation ACML 2022 ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery NeurIPS 2022 Topology Imbalance and Relation Inauthenticity Aware Hierarchical Graph Attention Networks for Fake News Detection COLING 2022 Towards Better Evaluation for Dynamic Link Prediction NeurIPS 2022 Towards Reasonable Budget Allocation in Untargeted Graph Structure Attacks via Gradient Debias NeurIPS 2022 Understanding and Extending Subgraph GNNs by Rethinking Their Symmetries NeurIPS 2022