↑公众号关注 “Graph-AI”专注于图机器学习

IJCAI2020 图相关论文集

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IJCAI（International Joint Conference on Artificial Intelligence，国际人工智能联合会议），是人工智能领域中最主要的学术会议之一，是CCF A类会议。

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本文将该会议与图相关的文章进行了整理，IJCAI接受的论文分为主赛道和特别赛道，都进行了大致的分类：计算机视觉、数据挖掘等。但因为本文是关注图方面的，所以按照图的种类来进行筛选。

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全部收录论文地址：http://static.ijcai.org/2020-accepted_papers.html

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