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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks IJCNLP 2019
Graph Neural Tangent Kernel: Fusing Graph Neural Networks with Graph Kernels NIPS 2019
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs ACL 2019
Confidence-based Graph Convolutional Networks for Semi-Supervised Learning AISTATS 2019
LENA: Locality-Expanded Neural Embedding for Knowledge Base Completion AAAI 2019
DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation IJCNLP 2019
Gaussian-Induced Convolution for Graphs AAAI 2019
N-GCN: Multi-scale Graph Convolution for Semi-supervised Node Classification UAI 2019
A Behavioral Approach to Visual Navigation with Graph Localization Networks RSS 2019
Bayesian Graph Convolutional Neural Networks for Semi-Supervised Classification AAAI 2019
Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning IJCNLP 2019
Answering Conversational Questions on Structured Data without Logical Forms EMNLP 2019
Multi-GCN: Graph Convolutional Networks for Multi-View Networks, with Applications to Global Poverty AAAI 2019
Graph Transformer Networks NIPS 2019
Hyper-Graph-Network Decoders for Block Codes NIPS 2019
Neural Relational Inference with Fast Modular Meta-learning NIPS 2019
A General Theory of Equivariant CNNs on Homogeneous Spaces NIPS 2019
Provably Powerful Graph Networks NIPS 2019
Multi-label Co-regularization for Semi-supervised Facial Action Unit Recognition NIPS 2019
A Lexicon-Based Graph Neural Network for Chinese NER EMNLP 2019
Learning to Update Knowledge Graphs by Reading News EMNLP 2019
Reviews Meet Graphs: Enhancing User and Item Representations for Recommendation with Hierarchical Attentive Graph Neural Network EMNLP 2019
Aspect-Level Sentiment Analysis Via Convolution over Dependency Tree EMNLP 2019
Scalable graph-based method for individual named entity identification EMNLP 2019
Layerwise Relevance Visualization in Convolutional Text Graph Classifiers EMNLP 2019