Graph Neural Networks

A Good Neighbor, A Found Treasure: Mining Treasured Neighbors for Knowledge Graph Entity Typing EMNLP 2022 A Joint Learning Framework for Restaurant Survival Prediction and Explanation EMNLP 2022 Algorithmic Concept-Based Explainable Reasoning AAAI 2022 AMRTVSumm: AMR-augmented Hierarchical Network for TV Transcript Summarization COLING 2022 An Effective and Efficient Entity Alignment Decoding Algorithm via Third-Order Tensor Isomorphism ACL 2022 An End-to-End Traditional Chinese Medicine Constitution Assessment System Based on Multimodal Clinical Feature Representation and Fusion AAAI 2022 A Neural Network Architecture for Program Understanding Inspired by Human Behaviors ACL 2022 A New Perspective on "How Graph Neural Networks Go Beyond Weisfeiler-Lehman?" ICLR 2022 A New Perspective on the Effects of Spectrum in Graph Neural Networks ICML 2022 A Novel Graph Aggregation Method Based on Feature Distribution Around Each Ego-node for Heterophily ACML 2022 Antibody-Antigen Docking and Design via Hierarchical Structure Refinement ICML 2022 A Practical, Progressively-Expressive GNN NeurIPS 2022 Arch-Graph: Acyclic Architecture Relation Predictor for Task-Transferable Neural Architecture Search CVPR 2022 Are Defenses for Graph Neural Networks Robust? NeurIPS 2022 A Self-Supervised Mixed-Curvature Graph Neural Network AAAI 2022 A Simple Model for Distantly Supervised Relation Extraction COLING 2022 A Simple Temporal Information Matching Mechanism for Entity Alignment between Temporal Knowledge Graphs COLING 2022 A Simple yet Effective Method for Graph Classification IJCAI 2022 A Simplified Benchmark for Ambiguous Explanations of Knowledge Graph Link Prediction Using Relational Graph Convolutional Networks (Student Abstract) AAAI 2022 A Sparse-Motif Ensemble Graph Convolutional Network against Over-smoothing IJCAI 2022 A Survey of Automatic Text Summarization Using Graph Neural Networks COLING 2022 A Theoretical Comparison of Graph Neural Network Extensions ICML 2022 Attention and Edge-Label Guided Graph Convolutional Networks for Named Entity Recognition EMNLP 2022 Attributed Graph Clustering with Dual Redundancy Reduction IJCAI 2022 AttWalk: Attentive Cross-Walks for Deep Mesh Analysis WACV 2022