Graph Neural Networks

An Effective and Efficient Entity Alignment Decoding Algorithm via Third-Order Tensor Isomorphism ACL 2022 A Neural Network Architecture for Program Understanding Inspired by Human Behaviors ACL 2022 A Practical, Progressively-Expressive GNN NeurIPS 2022 A Simple Temporal Information Matching Mechanism for Entity Alignment between Temporal Knowledge Graphs COLING 2022 A Sparse-Motif Ensemble Graph Convolutional Network against Over-smoothing IJCAI 2022 Attention and Edge-Label Guided Graph Convolutional Networks for Named Entity Recognition EMNLP 2022 Bag Graph: Multiple Instance Learning Using Bayesian Graph Neural Networks 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 Biological Instance Segmentation with a Superpixel-Guided Graph IJCAI 2022 Block Modeling-Guided Graph Convolutional Neural Networks AAAI 2022 Boosting Graph Structure Learning with Dummy Nodes ICML 2022 BScNets: Block Simplicial Complex Neural Networks AAAI 2022 Capturing Graphs with Hypo-Elliptic Diffusions NeurIPS 2022 CellTypeGraph: A New Geometric Computer Vision Benchmark CVPR 2022 CERES: Pretraining of Graph-Conditioned Transformer for Semi-Structured Session Data NAACL 2022 Chemical-Reaction-Aware Molecule Representation Learning ICLR 2022 Classification-Then-Grounding: Reformulating Video Scene Graphs As Temporal Bipartite Graphs CVPR 2022 Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs EMNLP 2022 Context-Aware Sparse Deep Coordination Graphs ICLR 2022 CorefDiffs: Co-referential and Differential Knowledge Flow in Document Grounded Conversations COLING 2022 Cross-Domain Sentiment Classification using Semantic Representation EMNLP 2022 Cross-Space Active Learning on Graph Convolutional Networks ICML 2022 CrossWalk: Fairness-Enhanced Node Representation Learning AAAI 2022