README.md

Publications in The Web Conference 2022

Scalability

• Resource-Efficient Training for Large Graph Convolutional Networks with Label-Centric Cumulative Sampling
• GRAND+: Scalable Graph Random Neural Networks
• ALLIE: Active Learning on Large-scale Imbalanced Graphs

Contrastive Learning

• SimGRACE: A Simple Framework for Graph Contrastive Learning without Data Augmentation
• Dual Space Graph Contrastive Learning
• Graph Communal Contrastive Learning
• Augmentations in Graph Contrastive Learning: Current Methodological Flaws & Towards Better Practices
• CGC: Contrastive Graph Clustering forCommunity Detection and Tracking
• ClusterSCL: Cluster-Aware Supervised Contrastive Learning on Graphs
• Robust Self-Supervised Structural Graph Neural Network for Social Network Prediction

Adversarial Attacks

• Graph Sanitation with Application to Node Classification
• Adversarial Graph Contrastive Learning with Information Regularization
• Unsupervised Graph Poisoning Attack via Contrastive Loss Back-propagation

Oversmoothing

• Inflation Improves Graph Neural Networks
• Polarized Graph Neural Networks

Heterophily

• GBK-GNN: Gated Bi-Kernel Graph Neural Networks for Modeling Both Homophily and Heterophily
• Designing the Topology of Graph Neural Networks: A Novel Feature Fusion Perspective
• Meta-Weight Graph Neural Network: Push the Limits Beyond Global Homophily
• Graph Neural Networks Beyond Compromise Between Attribute and Topology

Fraud Detection

• H2-FDetector: A GNN-based Fraud Detector with Homophilic and Heterophilic Connections
• AUC-oriented Graph Neural Network for Fraud Detection

Fake News

• Evidence-aware Fake News Detection with Graph Neural Networks
• Divide-and-Conquer: Post-User Interaction Network for Fake News Detection on Social Media
• Rumor Detection on Social Media with Graph Adversarial Contrastive Learning

Graph Structure Learning

• Towards Unsupervised Deep Graph Structure Learning
• Compact Graph Structure Learning via Mutual Information Compression
• Prohibited Item Detection via Risk Graph Structure Learning

Architecture Search

• PaSca: A Graph Neural Architecture Search System under the Scalable Paradigm
• Multimodal Continual Graph Learning with Neural Architecture Search

Temporal Data

• Neural Predicting Higher-order Patterns in Temporal Networks
• RETE: Retrieval-Enhanced Temporal Event Forecasting on Unified Query Product Evolutionary Graph
• TTAGN: Temporal Transaction Aggregation Graph Network for Ethereum Phishing Scams Detection
• TREND: TempoRal Event and Node Dynamics for Graph Representation Learning
• Element-guided Temporal Graph Representation Learning for Temporal Sets Prediction

Alignment

• Time-aware Entity Alignment using Temporal Relational Attention
• Uncertainty-aware Pseudo Label Refinery for Entity Alignment
• Graph Alignment with Noisy Supervision

Heterogeneous / Multi-Relational Data

• Rethinking Graph Convolutional Networks in Knowledge Graph Completion
• SelfKG: Self-Supervised Entity Alignment in Knowledge Graphs
• Knowledge Graph Reasoning with Relational Digraph
• Trustworthy Knowledge Graph Completion Based on Multi-sourced Noisy Data
• KoMen: Domain Knowledge Guided Interaction Recommendation for Emerging Scenarios
• Distilling semantic knowledge for heterogeneous information network embedding

Explainability

• Graph-based Extractive Explainer for Recommendations
• Learning and Evaluating Graph Neural Network Explanations based on Counterfactual and Factual Reasoning
• AR-BERT: Aspect-relation enhanced Aspect-level Sentiment Classification with Multi-modal Explanations

Recommendation

• STAM: A Spatiotemporal Aggregation Method for Graph Neural Network-based Recommendation
• VisGNN: Personalized Visualization Recommendationvia Graph Neural Networks
• Graph Neural Transport Networks with Non-local Attentions for Recommender Systems
• GSL4Rec: Session-based Recommendations with Collective Graph Structure Learning and Next Interaction Prediction
• FIRE: Fast Incremental Recommendation with Graph Signal Processing
• Revisiting Graph based Social Recommendation: A Distillation Enhanced Social Graph Network

Graph Collaborative Filtering

• HRCF: Enhancing Collaborative Filtering via Hyperbolic Geometric Regularization
• Improving Graph Collaborative Filtering with Neighborhood-enriched Contrastive Learning
• Hypercomplex Graph Collaborative Filtering

Fairness

• EDITS: Modeling and Mitigating Data Bias for Graph Neural Networks
• Unbiased Graph Embedding with Biased Graph Observations

Graph Classification

• Model-Agnostic Augmentation for Accurate Graph Classification
• On Size-Oriented Long-Tailed Graph Classification of Graph Neural Networks

Product Search

• Modeling User Behavior with Graph Convolution for Personalized Product Search
• IHGNN: Interactive Hypergraph Neural Network for Personalized Product Search

Natural Language Processing

• Socialformer: Social Network Inspired Long Document Modeling for Document Ranking
• WebFormer: The Web-page Transformer for Structure Information Extraction
• GraphNLI: A Graph-based Natural Language Inference Model for Polarity Prediction in Online Debates

Miscellaneous

• An Invertible Graph Diffusion Neural Network for Source Localization
• Graph-adaptive Rectified Linear Unit for Graph Neural Networks
• Geometric Graph Representation Learning via Maximizing Rate Reduction
• Confidence May Cheat: Self-Training on Graph Neural Networks under Distribution Shift
• Curvature Graph Generative Adversarial Networks
• RawlsGCN: Towards Rawlsian Difference Principle on Graph Convolutional Network
• Exploring Edge Disentanglement for Node Classification
• Graph Neural Network for Higher-Order Dependency Networks
• Fograph: Enabling Real-Time Deep Graph Inference with Fog Computing
• Socially-Equitable Interactive Graph Information Fusion-based Prediction for Urban Dockless E-Scooter Sharing