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Graph Neural Networks

1127 directly classified papers

Papers per year

Papers

Embedding Words in Non-Vector Space with Unsupervised Graph Learning EMNLP 2020
Is Graph Structure Necessary for Multi-hop Question Answering? EMNLP 2020
IGSQL: Database Schema Interaction Graph Based Neural Model for Context-Dependent Text-to-SQL Generation EMNLP 2020
Question Directed Graph Attention Network for Numerical Reasoning over Text EMNLP 2020
Exploring and Evaluating Attributes, Values, and Structures for Entity Alignment EMNLP 2020
Be More with Less: Hypergraph Attention Networks for Inductive Text Classification EMNLP 2020
Please Mind the Root: Decoding Arborescences for Dependency Parsing EMNLP 2020
Improving Out-of-Scope Detection in Intent Classification by Using Embeddings of the Word Graph Space of the Classes EMNLP 2020
GraphDialog: Integrating Graph Knowledge into End-to-End Task-Oriented Dialogue Systems EMNLP 2020
Measuring Information Propagation in Literary Social Networks EMNLP 2020
SNEQ: Semi-Supervised Attributed Network Embedding with Attention-Based Quantisation AAAI 2020
MixedAD: A Scalable Algorithm for Detecting Mixed Anomalies in Attributed Graphs AAAI 2020
Graph Convolutional Networks with Markov Random Field Reasoning for Social Spammer Detection AAAI 2020
Motif-Preserving Temporal Network Embedding IJCAI 2020
When Do GNNs Work: Understanding and Improving Neighborhood Aggregation IJCAI 2020
Robust Graph Representation Learning via Neural Sparsification ICML 2020
Continuous Graph Neural Networks ICML 2020
Learning the Graphical Structure of Electronic Health Records with Graph Convolutional Transformer AAAI 2020
Shoestring: Graph-Based Semi-Supervised Classification With Severely Limited Labeled Data CVPR 2020
Reasoning with Heterogeneous Graph Alignment for Video Question Answering AAAI 2020
Composing Good Shots by Exploiting Mutual Relations CVPR 2020
Action Genome: Actions As Compositions of Spatio-Temporal Scene Graphs CVPR 2020
Learning to Cluster Faces via Confidence and Connectivity Estimation CVPR 2020
Cross-Domain Detection via Graph-Induced Prototype Alignment CVPR 2020
Iterative Context-Aware Graph Inference for Visual Dialog CVPR 2020