- Bilinear Graph Neural Network with Neighbor Interactions
- When Do GNNs Work: Understanding and Improving Neighborhood Aggregation
- Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation
- Multi-Class Imbalanced Graph Convolutional Network Learning
- Inductive Link Prediction for Nodes Having Only Attribute Information
- Inductive Anomaly Detection on Attributed Networks
- JANE: Jointly Adversarial Network Embedding
- Adversarial Mutual Information Learning for Network Embedding
- Discrete Embedding for Latent Networks
- Domain Adaptive Classification on Heterogeneous Information Networks
- Rumor Detection on Social Media with Graph Structured Adversarial Learning
- Multi-Channel Graph Convolutional Networks
- Coloring graph neural networks for node disambiguation
- Neighbor Combinatorial Attention for Critical Structure Mining
- Multi-View Attribute Graph Convolution Networks for Clustering
- Community-Centric Graph Convolutional Network for Unsupervised Community Detection
- Transductive Relation-Propagation Network for Few-shot Learning
- G2RL: Geometry-Guided Representation Learning for Facial Action Unit Intensity Estimation
- Semi-Dynamic Hypergraph Neural Network for 3D Pose Estimation
- Hierarchical Attention Based Spatial-Temporal Graph-to-Sequence Learning for Grounded Video Description
- Action-Guided Attention Mining and Relation Reasoning Network for Human-Object Interaction Detection
- A Graph-based Interactive Reasoning for Human-Object Interaction Detection
- Exploiting Visual Semantic Reasoning for Video-Text Retrieval
- Label-Attended Hashing for Multi-Label Image Retrieval
- Dynamic Language Binding in Relational Visual Reasoning
- Mucko: Multi-Layer Cross-Modal Knowledge Reasoning for Fact-based Visual Question Answering
- Hype-HAN: Hyperbolic Hierarchical Attention Network for Semantic Embedding
- Adaptively Multi-Objective Adversarial Training for Dialogue Generation
- Learning Latent Forests for Medical Relation Extraction
- Joint Representation Learning of Legislator and Legislation for Roll Call Prediction
- GraphFlow: Exploiting Conversation Flow with Graph Neural Networks for Conversational Machine Comprehension
- Multi-hop Reading Comprehension across Documents with Path-based Graph Convolutional Network
- Two-Phase Hypergraph Based Reasoning with Dynamic Relations for Multi-Hop KBQA
- Better AMR-To-Text Generation with Graph Structure Reconstruction
- RDF-to-Text Generation with Graph-augmented Structural Neural Encoders
- MR-GCN: Multi-Relational Graph Convolutional Networks based on Generalized Tensor Product
- Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure Evolution
- BERT-INT:A BERT-based Interaction Model For Knowledge Graph Alignment
- Global Structure and Local Semantics-Preserved Embeddings for Entity Alignment
- BANANA: when Behavior ANAlysis meets social Network Alignment
- KGNN: Knowledge Graph Neural Network for Drug-Drug Interaction Prediction
- GoGNN: Graph of Graphs Neural Network for Predicting Structured Entity Interactions
- Generalized Zero-Shot Text Classification for ICD Coding
- GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification
- The Graph-based Mutual Attentive Network for Automatic Diagnosis
- DeepWeave: Accelerating Job Completion Time with Deep Reinforcement Learning-based Coflow Scheduling
- Semi-Markov Reinforcement Learning for Stochastic Resource Collection
- Graph Neural Architecture Search
- Learning to Accelerate Heuristic Searching for Large-Scale Maximum Weighted b-Matching Problems in Online Advertising
- NLocalSAT: Boosting Local Search with Solution Prediction
- Multi-View Joint Graph Representation Learning for Urban Region Embedding
- MaCAR: Urban Traffic Light Control via Active Multi-agent Communication and Action Rectification
- LSGCN: Long Short-Term Traffic Prediction with Graph Convolutional Networks
- Risk Guarantee Prediction in Networked-Loans
- Modeling the Stock Relation with Graph Network for Overnight Stock Movement Prediction
- Smart Contract Vulnerability Detection using Graph Neural Network
- Financial Risk Analysis for SMEs with Graph-based Supply Chain Mining
- Deep Semantic Compliance Advisor for Unstructured Document Compliance Checking