- ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations
- GSSNN: Graph Smoothing Splines Neural Network
- Motif-matching based Subgraph-level Attentional Convolution Network for Graph Classification
- Graph-Hist: Graph Classification from Latent Feature Histograms With Application to Bot Detection
- Going Deep: Graph Convolutional Ladder-shape Networks
- Measuring and Relieving the Over-smoothing Problem for Graph Neural Networks from the Topological View
- Fast and Deep Graph Neural Networks
- GraLSP: Graph Neural Networks with Local Structural Patterns
- Effective Decoding in Graph Auto-Encoder using Triadic Closure
- Multi-Label Classification with Label Graph Superimposing
- Graph-propagation based Correlation Learning for Weakly Supervised Fine-grained Image Classification
- General Partial Label Learning via Dual Bipartite Graph Autoencoder
- Universal-RCNN: Universal Object Detector via Transferable Graph R-CNN
- Learning Cross-modal Context Graph for Visual Grounding
- When Radiology Report Generation meets Knowledge Graph
- STEP: Spatial Temporal Graph Convolutional Networks for Emotion Perception from Gaits
- Find Objects and Focus on Highlights: Mining Object Semantics for Video Highlight Detection via Graph Neural Networks
- Cut-Based Graph Learning networks to Discover Compositional Structure of Sequential Video Data
- Location-aware Graph Convolutional Networks for Video Question Answering
- Reasoning with Heterogeneous Graph Alignment for Video Question Answering
- Relation-Aware Pedestrian Attribute Recognition with Graph Convolutional Network
- Graph Attention based Proposal 3D ConvNets for Action Detection
- Learning Graph Convolutional Network for Skeleton-based Human Action Recognition by Neural Searching
- Part-Level Graph Convolutional Network for Skeleton-Based Action Recognition
- SOGNet: Scene Overlap Graph Network for Panoptic Segmentation
- Storytelling from an Image Stream Using Scene Graphs
- Deep Generative Probabilistic Graph Neural Networks for Scene Graph Generation
- DGCN: Dynamic Graph Convolutional Network for Efficient Multi-Person Pose Estimation
- Facial Action Unit Intensity Estimation via Semantic Correspondence Learning with Dynamic Graph Convolution
- EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs
- Dynamic Graph Representation for Partially Occluded Biometrics
- Zero-shot Sketch-based Image Retrieval via Graph Convolution Network
- Attribute Propagation Network for Graph Zero-shot Learning
- Generative Adversarial Zero-Shot Relational Learning for Knowledge Graphs
- Zero-shot Ingredient Recognition by Multi-Relational Graph Convolutional Network
- Knowledge Graph Transfer Network for Few-Shot Recognition
- Graph Few-shot Learning via Knowledge Transfer
- Learning from the Past: Continual Meta-Learning via Bayesian Graph Modeling
- Multi-Stage Self-Supervised Learning for Graph Convolutional Networks
- Few-Shot Knowledge Base Completion
- Relational Graph Neural Network with Hierarchical Attention for Knowledge Graph Completion
- Commonsense Knowledge Base Completion with Structural and Semantic Context
- Joint Commonsense and Relation Reasoning for Image and Video Captioning
- Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question Answering
- Infusing Knowledge into the Textual Entailment Task Using Graph Convolutional Networks
- Knowledge Graph Alignment Network with Gated Multi-hop Neighborhood Aggregation
- Coordinated Reasoning for Cross-Lingual Knowledge Graph Alignment
- Graph LSTM with Context-Gated Mechanism for Spoken Language Understanding
- Rumor Detection on Social Media with Bi-Directional Graph Convolutional Networks
- Synch-Graph: Multisensory Emotion Recognition Through Neural Synchrony via Graph Convolutional Networks
- GraphER: Token-Centric Entity Resolution with Graph Convolutional Neural Networks
- Schema-Guided Multi-Domain Dialogue State Tracking with Graph Attention Neural Networks
- SemSUM: Semantic Dependency Guided Neural Abstractive Summarization
- Structure Learning for Headline Generation
- Tensor Graph Convolutional Networks for Text Classification
- Message Passing Attention Networks for Document Understanding
- Graph Transformer for Graph-to-Sequence Learning
- Graph-based Transformer with Cross-candidate Verification for Semantic Parsing
- Select, Answer and Explain: Interpretable Multi-hop Reading Comprehension over Multiple Documents
- Capturing Sentence Relations for Answer Sentence Selection with Multi-Perspective Graph Encoding
- CFGNN: Cross Flow Graph Neural Networks for Question Answering on Complex Tables
- Relation Extraction with Convolutional Network over Learnable Syntax-Transport Graph
- Relation Extraction Exploiting Full Dependency Forests
- Co-GCN for Multi-View Semi-Supervised Learning
- Unsupervised Attributed Multiplex Network Embedding
- Learning Signed Network Embedding via Graph Attention
- A Multi-Scale Approach for Graph Link Prediction
- Type-aware Anchor Link Prediction across Heterogeneous Networks based on Graph Attention Network
- Multi-Component Graph Convolutional Collaborative Filtering
- Revisiting Graph based Collaborative Filtering: A Linear Residual Graph Convolutional Network Approach
- GMAN: A Graph Multi-Attention Network for Traffic Prediction
- Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide Parking Availability Prediction
- Spatio-Temporal Graph Structure Learning for Traffic Forecasting
- Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting
- Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting
- RoadTagger: Robust Road Attribute Inference with Graph Neural Networks
- Collaborative Graph Convolutional Networks: Unsupervised Learning Meets Semi-Supervised Learning
- Graph-Driven Generative Models for Heterogeneous Multi-Task Learning
- Multi-Task Learning for Metaphor Detection with Graph Convolutional Neural Networks and Word Sense Disambiguation
- Multi-Agent Game Abstraction via Graph Attention Neural Network
- Multi-Agent Actor-Critic with Hierarchical Graph Attention Network
- Independence Promoted Graph Disentangled Networks
- Uncertainty Aware Graph Gaussian Process for Semi-Supervised Learning
- An Attention-based Graph Neural Network for Heterogeneous Structural Learning
- Hypergraph Label Propagation Network
- Graph Representation Learning via Ladder Gamma Variational Autoencoders
- Modality to Modality Translation: An Adversarial Representation Learning and Graph Fusion Network for Multimodal Fusion
- Multi-label Patent Categorization with Non-local Attention-based Graph Convolutional Network
- A Restricted Black-box Adversarial Framework Towards Attacking Graph Embedding Models
- Graph Convolutional Networks with Markov Random Field Reasoning for Social Spammer Detection
- Learning-based Efficient Graph Similarity Computation via Multi-Scale Convolutional Set Matching
- Chemically Interpretable Graph Interaction Network for Prediction of Pharmacokinetic Properties of Druglike Molecules
- Memory Augmented Graph Neural Networks for Sequential Recommendation
- Estimating Early Fundraising Performance of Innovations via Graph-based Market Environment Model
- Hybrid Graph Neural Networks for Crowd Counting
- A Graph Auto-Encoder for Haplotype Assembly and Viral Quasispecies Reconstruction
- Learning the Graphical Structure of Electronic Health Records with Graph Convolutional Transformer
- Graph Representations for Higher-Order Logic and Theorem Proving
- Online Planner Selection with Graph Neural Networks and Adaptive Scheduling
- Neural Graph Embedding for Neural Architecture Search