Graph Neural Networks (GNN)

Relational Graph Convolutional Networks

Paper	Conference
Look Again at the Syntax: Relational Graph Convolutional Network for Gendered Ambiguous Pronoun Resolution	ACL 2019 Workshop on Gender Bias
Composition-based Multi-Relational Graph Convolutional Networks	ICLR20 under review
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion	AAAI19
Modeling Relational Data with Graph Convolutional Networks
A Vectorized Relational Graph Convolutional Network for Multi-Relational Network Alignment	IJCAI19
Edge Attention-based Multi-Relational Graph Convolutional Networks
Hybrid Approach of Relation Network and Localized Graph Convolutional Filtering for Breast Cancer Subtype Classification	IJCAI18

Paper	Conference
Unsupervised Learning of Graph Hierarchical Abstractions with Differentiable Coarsening and Optimal Transport	ICLR20 under review
Hierarchical graph representation learning with differentiable pooling	NIPS18
Graph U-Nets	ICML19
Self-attention graph pooling	ICML19

Paper	Conference
异质信息网络分析与应用综述	软件学报
Heterogeneous Graph Neural Networks for Extractive Document Summarization	ACL20
A Heterogeneous Graph with Factual, Temporal and Logical Knowledge for Question Answering Over Dynamic Contexts
Heterogeneous Graph Transformer(slides)	WWW20
Author Name Disambiguation on Heterogeneous Information Network with Adversarial Representation Learning	AAAI20
Graph-Driven Generative Models for Heterogeneous Multi-Task Learning	AAAI20
An Attention-based Graph Neural Network for Heterogeneous Structural Learning	AAAI20
Spam Review Detection with Graph Convolutional Networks	CIKM19
Heterogeneous Graph Learning for Visual Commonsense Reasoning	NIPS19
Metapath-guided Heterogeneous Graph Neural Network for Intent Recommendation	KDD19
Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification	EMNLP19
Heterogeneous Graph Attention Network	WWW19

Paper	Conference
Lightweight, Dynamic Graph Convolutional Networks for AMR-to-Text Generation	EMNLP20
Modeling Graph Structure in Transformer for Better AMR-to-Text Generation	EMNLP19
Graph Transformer for Graph-to-Sequence Learning	AAAI20
Coherent Comment Generation for Chinese Articles with a Graph-to-Sequence Model	ACL19
Densely Connected Graph Convolutional Networks for Graph-to-Sequence Learning	TACL19
Enhancing AMR-to-Text Generation with Dual Graph Representations	EMNLP19
Text Generation from Knowledge Graphs with Graph Transformers	NAACL19
Structural Neural Encoders for AMR-to-text Generation	NAACL19
Structured Neural Summarization	ICLR18
A Graph-to-Sequence Model for AMR-to-Text Generation	ACL18
Graph-to-Sequence Learning using Gated Graph Neural Networks	ACL18
SQL-to-Text Generation with Graph-to-Sequence Model	EMNLP18
Graph-based Neural Multi-Document Summarization	CoNLL17

Paper	Conference
Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question Answering	AAAI20
Dynamically Fused Graph Network for Multi-hop Reasoning	ACL19
Cognitive Graph for Multi-Hop Reading Comprehension at Scale	ACL19

Paper	Conference
Graph U-Nets	ICML19
Understanding Attention and Generalization in Graph Neural Networks
Towards Sparse Hierarchical Graph Classifiers	NIPS18
DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation	EMNLP19
Matching Article Pairs with Graphical Decomposition and Convolutions	ACL19
Graph Neural Networks: A Review of Methods and Applications
Graph Attention Networds	ICLR18
Encoding Sentences with Graph Convolutional Networks for Semantic Role Labeling	EMNLP17