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Graph Neural Networks

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Papers

NHK_STRL at WNUT-2020 Task 2: GATs with Syntactic Dependencies as Edges and CTC-based Loss for Text Classification EMNLP 2020
Deep Graph Random Process for Relational-Thinking-Based Speech Recognition ICML 2020
DEPARA: Deep Attribution Graph for Deep Knowledge Transferability CVPR 2020
Program Enhanced Fact Verification with Verbalization and Graph Attention Network EMNLP 2020
VolTAGE: Volatility Forecasting via Text Audio Fusion with Graph Convolution Networks for Earnings Calls EMNLP 2020
Hierarchical Graph Network for Multi-hop Question Answering EMNLP 2020
GCDST: A Graph-based and Copy-augmented Multi-domain Dialogue State Tracking EMNLP 2020
Fast Learning of Graph Neural Networks with Guaranteed Generalizability: One-hidden-layer Case ICML 2020
Enhancing Generalization in Natural Language Inference by Syntax EMNLP 2020
Weakly-Supervised Modeling of Contextualized Event Embedding for Discourse Relations EMNLP 2020
Multi-hop Question Generation with Graph Convolutional Network EMNLP 2020
Edge-Enhanced Graph Convolution Networks for Event Detection with Syntactic Relation EMNLP 2020
Graph Convolution over Multiple Dependency Sub-graphs for Relation Extraction COLING 2020
Learning to Prune Dependency Trees with Rethinking for Neural Relation Extraction COLING 2020
Distribution-Induced Bidirectional Generative Adversarial Network for Graph Representation Learning CVPR 2020
Autoencoding Pixies: Amortised Variational Inference with Graph Convolutions for Functional Distributional Semantics ACL 2020
Autoencoding Keyword Correlation Graph for Document Clustering ACL 2020
Bidirectional Graph Reasoning Network for Panoptic Segmentation CVPR 2020
Spatial Pyramid Based Graph Reasoning for Semantic Segmentation CVPR 2020
Uncertainty-Aware Mesh Decoder for High Fidelity 3D Face Reconstruction CVPR 2020
Learning Dynamic Relationships for 3D Human Motion Prediction CVPR 2020
Grid-GCN for Fast and Scalable Point Cloud Learning CVPR 2020
Density-Aware Feature Embedding for Face Clustering CVPR 2020
Self-Learning With Rectification Strategy for Human Parsing CVPR 2020
Skeleton-Based Action Recognition With Shift Graph Convolutional Network CVPR 2020