Main track

图卷积网络

• MR-GCN: Multi-Relational Graph Convolutional Networks based on Generalized Tensor Product

• LSGCN: Long Short-Term Traffic Prediction with Graph Convolutional Networks

• Multi-Class Imbalanced Graph Convolutional Network Learning

• Multi-View Attribute Graph Convolution Networks for Clustering

• Community-Centric Graph Convolutional Network for Unsupervised Community Detection

• Multi-hop Reading Comprehension across Documents with Path-based Graph Convolutional Network

图注意力模型

• Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation

• A Graphical and Attentional Framework for Dual-Target Cross-Domain Recommendation

时空图模型

• GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification

图到序列学习

• Hierarchical Attention Based Spatial-Temporal Graph-to-Sequence Learning for Grounded Video Description

图生成模型

• Learning from the Scene and Borrowing from the Rich: Tackling the Long Tail in Scene Graph Generation

图编码器

• RDF-to-Text Generation with Graph-augmented Structural Neural Encoders

图对抗模型

• Rumor Detection on Social Media with Graph Structured Adversarial Learning

图特征学习

• Exploiting Mutual Information for Substructure-aware Graph Representation Learning

知识图谱

• Enriching Documents with Compact, Representative, Relevant Knowledge Graphs

• Reasoning Like Human: Hierarchical Reinforcement Learning for Knowledge Graph Reasoning

• BERT-INT:A BERT-based Interaction Model For Knowledge Graph Alignment

• KGNN: Knowledge Graph Neural Network for Drug-Drug Interaction Prediction

• Knowledge Hypergraphs: Prediction Beyond Binary Relations

• TransRHS: A Representation Learning Method for Knowledge Graphs with Relation Hierarchical Structure

• Knowledge Graphs Enhanced Neural Machine Translation

• TransOMCS: From Linguistic Graphs to Commonsense Knowledge

AMR

• Better AMR-To-Text Generation with Graph Structure Reconstruction

超图

• Semi-Dynamic Hypergraph Neural Network for 3D Pose Estimation

• Two-Phase Hypergraph Based Reasoning with Dynamic Relations for Multi-Hop KBQA

GNN

• Bilinear Graph Neural Network with Neighbor Interactions

• GoGNN: Graph of Graphs Neural Network for Predicting Structured Entity Interactions

• Graph Neural Architecture Search

• GraphFlow: Exploiting Conversation Flow with Graph Neural Networks for Conversational Machine Comprehension

• Multi-Channel Graph Neural Networks

• Coloring Graph Neural Networks for Node Disambiguation

• Smart Contract Vulnerability Detection using Graph Neural Network

扩展

分子

• Communicative Representation Learning on Attributed Molecular Graphs

交互推理

• A Graph-based Interactive Reasoning for Human-Object Interaction Detection

图相似模型

• GSM: Graph Similarity Model for Multi-Object Tracking

多图融合

• Multi-graph Fusion for Functional Neuroimaging Biomarker Detection

语义图

• Set and Rebase: Determining the Semantic Graph Connectivity for Unsupervised Cross-Modal Hashing

图半监督模型

• Understanding the Success of Graph-based Semi-Supervised Learning using Partially Labelled Stochastic Block Model

二分图模型

• Self-paced Consensus Clustering with Bipartite Graph

事件图

• Enhancing Dialog Coherence with Event Graph Grounded Content Planning

其他

• Subgraph Isomorphism Meets Cutting Planes: Solving With Certified Solutions

• Quadratic Sparse Gaussian Graphical Model Estimation Method for Massive Variables

• Semi-supervised Clustering via Pairwise Constrained Optimal Graph

• Efficient Community Search over Large Directed Graph: An Augmented Index-based Approach

• The Graph-based Mutual Attentive Network for Automatic Diagnosis

• State Variable Effects in Graphical Event Models

  
  

Special Track

图对抗模型

• Adversarial Graph Embeddings for Fair Influence Maximization over Social Networks

图特征学习

• Multi-View Joint Graph Representation Learning for Urban Region Embedding

金融科技

• Financial Risk Analysis for SMEs with Graph-based Supply Chain Mining

• Modeling the Stock Relation with Graph Network for Overnight Stock Movement Prediction