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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Hierarchical Representation Learning for Bipartite Graphs IJCAI 2019
Unsupervised Inductive Graph-Level Representation Learning via Graph-Graph Proximity IJCAI 2019
Graph Convolutional Networks using Heat Kernel for Semi-supervised Learning IJCAI 2019
Graph WaveNet for Deep Spatial-Temporal Graph Modeling IJCAI 2019
Logic Attention Based Neighborhood Aggregation for Inductive Knowledge Graph Embedding AAAI 2019
Graph Convolutional Networks Meet Markov Random Fields: Semi-Supervised Community Detection in Attribute Networks AAAI 2019
Incorporating Network Embedding into Markov Random Field for Better Community Detection AAAI 2019
Deep Hierarchical Graph Convolution for Election Prediction from Geospatial Census Data AAAI 2019
Molecular Property Prediction: A Multilevel Quantum Interactions Modeling Perspective AAAI 2019
Spatio-Temporal Graph Routing for Skeleton-Based Action Recognition AAAI 2019
Semantic Relationships Guided Representation Learning for Facial Action Unit Recognition AAAI 2019
Visual-Semantic Graph Reasoning for Pedestrian Attribute Recognition AAAI 2019
Learning Non-Uniform Hypergraph for Multi-Object Tracking AAAI 2019
Graph CNNs with Motif and Variable Temporal Block for Skeleton-Based Action Recognition AAAI 2019
ACM: Adaptive Cross-Modal Graph Convolutional Neural Networks for RGB-D Scene Recognition AAAI 2019
Type Sequence Preserving Heterogeneous Information Network Embedding AAAI 2019
On the Role of Syntactic Graph Convolutions for Identifying and Classifying Argument Components AAAI 2019
Out-of-sample Node Representation Learning for Heterogeneous Graph in Real-time Android Malware Detection IJCAI 2019
Masked Graph Convolutional Network IJCAI 2019
Dual Self-Paced Graph Convolutional Network: Towards Reducing Attribute Distortions Induced by Topology IJCAI 2019
MR-GNN: Multi-Resolution and Dual Graph Neural Network for Predicting Structured Entity Interactions IJCAI 2019
Topology Attack and Defense for Graph Neural Networks: An Optimization Perspective IJCAI 2019
Spatio-Temporal Attentive RNN for Node Classification in Temporal Attributed Graphs IJCAI 2019
Exploiting Interaction Links for Node Classification with Deep Graph Neural Networks IJCAI 2019
CensNet: Convolution with Edge-Node Switching in Graph Neural Networks IJCAI 2019