← Core Methods
Machine Learning › Core Methods ›

Graph Neural Networks

1127 directly classified papers

Papers per year

Papers

Multi-GCN: Graph Convolutional Networks for Multi-View Networks, with Applications to Global Poverty AAAI 2019
Dynamic Spatial-Temporal Graph Convolutional Neural Networks for Traffic Forecasting AAAI 2019
Efficient Region Embedding with Multi-View Spatial Networks: A Perspective of Locality-Constrained Spatial Autocorrelations AAAI 2019
Learning Deviation Payoffs in Simulation-Based Games AAAI 2019
Weisfeiler and Leman Go Neural: Higher-Order Graph Neural Networks AAAI 2019
Hyperbolic Heterogeneous Information Network Embedding AAAI 2019
Uncovering Specific-Shape Graph Anomalies in Attributed Graphs 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
Improving Relation Classification by Entity Pair Graph ACML 2019
Fisher-Bures Adversary Graph Convolutional Networks UAI 2019
Rethinking Knowledge Graph Propagation for Zero-Shot Learning CVPR 2019
Label Efficient Semi-Supervised Learning via Graph Filtering CVPR 2019
Knowledge Distillation via Instance Relationship Graph CVPR 2019
MAN: Moment Alignment Network for Natural Language Moment Retrieval via Iterative Graph Adjustment CVPR 2019
Modeling Conversation Structure and Temporal Dynamics for Jointly Predicting Rumor Stance and Veracity IJCNLP 2019
Learning Loop Invariants for Program Verification NIPS 2018
Structure-Aware Convolutional Neural Networks NIPS 2018
Constrained Generation of Semantically Valid Graphs via Regularizing Variational Autoencoders NIPS 2018
KBGAN: Adversarial Learning for Knowledge Graph Embeddings NAACL 2018
Irony Detector at SemEval-2018 Task 3: Irony Detection in English Tweets using Word Graph SEMEVAL 2018
Adversarially Regularized Graph Autoencoder for Graph Embedding IJCAI 2018
Active Discriminative Network Representation Learning IJCAI 2018
Representation Learning on Graphs with Jumping Knowledge Networks ICML 2018
Jointly Multiple Events Extraction via Attention-based Graph Information Aggregation EMNLP 2018