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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification EMNLP 2019
Learning to Solve NP-Complete Problems: A Graph Neural Network for Decision TSP AAAI 2019
DAG-GNN: DAG Structure Learning with Graph Neural Networks ICML 2019
Simplifying Graph Convolutional Networks ICML 2019
LatentGNN: Learning Efficient Non-local Relations for Visual Recognition ICML 2019
Adversarial Attacks on Node Embeddings via Graph Poisoning ICML 2019
Relational Pooling for Graph Representations ICML 2019
A Persistent Weisfeiler-Lehman Procedure for Graph Classification ICML 2019
GEOMetrics: Exploiting Geometric Structure for Graph-Encoded Objects ICML 2019
Optimal Transport for structured data with application on graphs ICML 2019
Adversarial Attacks on Neural Networks for Graph Data IJCAI 2019
GCN-Sem at SemEval-2019 Task 1: Semantic Parsing using Graph Convolutional and Recurrent Neural Networks SEMEVAL 2019
On the equivalence between graph isomorphism testing and function approximation with GNNs NIPS 2019
Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph Model IJCNLP 2019
Geometric Hawkes Processes with Graph Convolutional Recurrent Neural Networks AAAI 2019
Position-aware Graph Neural Networks ICML 2019
A Lexicon-Based Graph Neural Network for Chinese NER IJCNLP 2019
Graph Neural Networks with Generated Parameters for Relation Extraction ACL 2019
A Neural Multi-digraph Model for Chinese NER with Gazetteers ACL 2019
Multi-hop Reading Comprehension across Multiple Documents by Reasoning over Heterogeneous Graphs ACL 2019
Chinese Relation Extraction with Multi-Grained Information and External Linguistic Knowledge ACL 2019
Graph based Neural Networks for Event Factuality Prediction using Syntactic and Semantic Structures ACL 2019
Graph Convolutional Gaussian Processes ICML 2019
Multi-modal Representation Learning for Successive POI Recommendation ACML 2019
Gated Residual Recurrent Graph Neural Networks for Traffic Prediction AAAI 2019