KDD 2021论文已经放榜，小编根据个人关注的 Topic 整理出GNN相关领域的论文，主要包括基础GNN研究，异质图上GNN，知识图谱上GNN，动态图供大家参考。
GNN
Graph Similarity Description: How Are These Graphs Similar?
NRGNN: Learning a Label Noise Resistant Graph Neural Network on Sparsely and Noisily Labeled Graphs
Adaptive Transfer Learning on Graph Neural Networks
Scaling Up Graph Neural Networks Via Graph Coarsening
A Broader Picture of Random-walk Based Graph Embedding
Tail-GNN: Tail-Node Graph Neural Networks
DeGNN: Improving Graph Neural Networks with Graph Decomposition
ImGAGN: Imbalanced Network Embedding via Generative Adversarial Graph Networks
Zero-shot Node Classification with Decomposed Graph Prototype Network
Learning How to Propagate Messages in Graph Neural Networks
Performance-Adaptive Sampling Strategy Towards Fast and Accurate Graph Neural Networks
ROD: Reception-aware Online Distillation for Sparse Graphs
H2MN: Graph Similarity Learning with Hierarchical Hypergraph Matching Networks
Multi-graph Multi-label Learning with Dual-granularity Labeling
异质图
DiffMG: Differentiable Meta Graph Search for Heterogeneous Graph Neural Networks
Pre-training on Large-Scale Heterogeneous Graph
HGK-GNN: Heterogeneous Graph Kernel based Graph Neural Networks
Are we really making much progress?: Revisiting, benchmarking and refining heterogeneous graph neural networks
Self-supervised Heterogeneous Graph Neural Network with Co-contrastive Learning
Scalable Heterogeneous Graph Neural Networks for Predicting High-potential Early-stage Startups
Heterogeneous Temporal Graph Transformer: An Intelligent System for Evolving Android Malware Detection
HGAMN: Heterogeneous Graph Attention Matching Network for Multilingual POI Retrieval at Baidu Maps
Intention-aware Heterogeneous Graph Attention Networks for Fraud Transactions Detection
知识图谱
Representation Learning on Knowledge Graphs for Node Importance Estimation
Neural-Answering Logical Queries on Knowledge Graphs
Relational Message Passing for Knowledge Graph Completion
Context-aware Outstanding Fact Mining from Knowledge Graphs
Knowledge-Enhanced Domain Adaptation in Few-Shot Relation Classification
AliCoCo2: Commonsense Knowledge Extraction, Representation and Application in E-commerce
动态图
Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic Space
AliCoCo2: Commonsense Knowledge Extraction, Representation and Application in E-commerce
Heterogeneous Temporal Graph Transformer: An Intelligent System for Evolving Android Malware Detection
T-GAP: Learning to Walk across Time for Temporal Knowledge Graph Completion
Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling
Forecasting Interaction Order on Temporal Graphs
Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting
Temporal Graph Signal Decomposition
不平衡
Graph Infomax Adversarial Learning for Treatment Effect Estimation with Networked Observational Data
ImGAGN: Imbalanced Network Embedding via Generative Adversarial Graph Networks
Zero-shot Node Classification with Decomposed Graph Prototype Network
Tail-GNN: Tail-Node Graph Neural Networks
对抗攻击与鲁棒性
Graph Adversarial Attack via Rewiring
TDGIA: Effective Injection Attacks on Graph Neural Networks
Certified Robustness of Graph Neural Networks against Adversarial Structural Perturbation
推荐系统
Multi-view Denoising Graph Auto-Encoders on Heterogeneous Information Networks for Cold-start Recommendation
MixGCF: An Improved Training Method for Graph Neural Network-based Recommender Systems
Socially-Aware Self-Supervised Tri-Training for Recommendation
DMBGN: Deep Multi-Behavior Graph Networks for Voucher Redemption Rate Prediction
参考：
https://zhuanlan.zhihu.com/p/400307477
https://github.com/naganandy/graph-based-deep-learning-literature/blob/master/conference-publications/folders/publications_kdd21/README.md
