Graph Neural Networks

How Knowledge Graph and Attention Help? A Qualitative Analysis into Bag-level Relation Extraction ACL 2021 How Neural Networks Extrapolate: From Feedforward to Graph Neural Networks ICLR 2021 How to Find Your Friendly Neighborhood: Graph Attention Design with Self-Supervision ICLR 2021 Hybrid Message Passing With Performance-Driven Structures for Facial Action Unit Detection CVPR 2021 Hyperbolic graph embedding with enhanced semi-implicit variational inference. AISTATS 2021 Hyperbolic Variational Graph Neural Network for Modeling Dynamic Graphs AAAI 2021 HyperExpan: Taxonomy Expansion with Hyperbolic Representation Learning EMNLP 2021 Hypergraph Neural Networks for Hypergraph Matching ICCV 2021 Hyperrealistic Image Inpainting With Hypergraphs WACV 2021 IA-GM: A Deep Bidirectional Learning Method for Graph Matching AAAI 2021 Identity-aware Graph Neural Networks AAAI 2021 Image-to-Image Retrieval by Learning Similarity between Scene Graphs AAAI 2021 Improving Breadth-Wise Backpropagation in Graph Neural Networks Helps Learning Long-Range Dependencies. ICML 2021 Improving Cross-Lingual Transfer for Event Argument Extraction with Language-Universal Sentence Structures EACL 2021 Improving Knowledge Graph Embedding Using Affine Transformations of Entities Corresponding to Each Relation EMNLP 2021 Improving Molecular Graph Neural Network Explainability with Orthonormalization and Induced Sparsity ICML 2021 Incorporating Bidirection-Interactive Information and Semantic Features for Relational Facts Extraction (Student Abstract) AAAI 2021 In Defense of Scene Graphs for Image Captioning ICCV 2021 INDIGO: GNN-Based Inductive Knowledge Graph Completion Using Pair-Wise Encoding NeurIPS 2021 Inductive Graph Neural Networks for Spatiotemporal Kriging AAAI 2021 Inductive Representation Learning in Temporal Networks via Causal Anonymous Walks ICLR 2021 Inductive Topic Variational Graph Auto-Encoder for Text Classification NAACL 2021 Inferring CAD Modeling Sequences Using Zone Graphs CVPR 2021 InfoGCL: Information-Aware Graph Contrastive Learning NeurIPS 2021 Information Obfuscation of Graph Neural Networks ICML 2021