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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Weisfeiler and Leman go sparse: Towards scalable higher-order graph embeddings NIPS 2020
Non Parametric Graph Learning for Bayesian Graph Neural Networks UAI 2020
High-Order Information Matters: Learning Relation and Topology for Occluded Person Re-Identification CVPR 2020
ERLKG: Entity Representation Learning and Knowledge Graph based association analysis of COVID-19 through mining of unstructured biomedical corpora EMNLP 2020
Graph-to-Tree Neural Networks for Learning Structured Input-Output Translation with Applications to Semantic Parsing and Math Word Problem EMNLP 2020
Open Domain Question Answering based on Text Enhanced Knowledge Graph with Hyperedge Infusion EMNLP 2020
Scene Graph Modification Based on Natural Language Commands EMNLP 2020
Exploiting Structured Knowledge in Text via Graph-Guided Representation Learning EMNLP 2020
Is Graph Structure Necessary for Multi-hop Question Answering? EMNLP 2020
Be More with Less: Hypergraph Attention Networks for Inductive Text Classification EMNLP 2020
Lightweight, Dynamic Graph Convolutional Networks for AMR-to-Text Generation EMNLP 2020
GraphDialog: Integrating Graph Knowledge into End-to-End Task-Oriented Dialogue Systems EMNLP 2020
Spatio-Temporal Pyramid Graph Convolutions for Human Action Recognition and Postural Assessment WACV 2020
Persistence Enhanced Graph Neural Network AISTATS 2020
Graph Neural Networks for Image Understanding Based on Multiple Cues: Group Emotion Recognition and Event Recognition as Use Cases WACV 2020
Bayesian Adversarial Attack on Graph Neural Networks (Student Abstract) AAAI 2020
SOGNet: Scene Overlap Graph Network for Panoptic Segmentation AAAI 2020
Graph Enhanced Dual Attention Network for Document-Level Relation Extraction COLING 2020
R-VGAE: Relational-variational Graph Autoencoder for Unsupervised Prerequisite Chain Learning COLING 2020
End-to-End Emotion-Cause Pair Extraction with Graph Convolutional Network COLING 2020
Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting AAAI 2020
Regularized Graph Convolutional Networks for Short Text Classification COLING 2020
A Semi-Supervised Assessor of Neural Architectures CVPR 2020
Subgraph Neural Networks NIPS 2020
Deep Statistical Solvers NIPS 2020