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Methodology
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Deep Learning
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Graph Neural Networks
4495 directly classified papers
Papers per year
2006: 3
2009: 1
2010: 1
2011: 3
2012: 6
2013: 4
2014: 3
2015: 2
2016: 13
2017: 23
2018: 60
2019: 347
2020: 504
2021: 663
2022: 625
2023: 714
2024: 676
2025: 528
2026: 319
Papers
Dynamic Hypergraph Neural Networks
IJCAI 2019
iDev: Enhancing Social Coding Security by Cross-platform User Identification Between GitHub and Stack Overflow
IJCAI 2019
Extrapolating Paths with Graph Neural Networks
IJCAI 2019
Variational Graph Embedding and Clustering with Laplacian Eigenmaps
IJCAI 2019
Entity Alignment for Cross-lingual Knowledge Graph with Graph Convolutional Networks
IJCAI 2019
GCN-LASE: Towards Adequately Incorporating Link Attributes in Graph Convolutional Networks
IJCAI 2019
Representing Schema Structure with Graph Neural Networks for Text-to-SQL Parsing
ACL 2019
Graph-based Dependency Parsing with Graph Neural Networks
ACL 2019
Graph convolutional networks for exploring authorship hypotheses
NAACL 2019
Multi-Channel Graph Neural Network for Entity Alignment
ACL 2019
GEAR: Graph-based Evidence Aggregating and Reasoning for Fact Verification
ACL 2019
Matching Article Pairs with Graphical Decomposition and Convolutions
ACL 2019
Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks
NAACL 2019
Twitter Homophily: Network Based Prediction of User’s Occupation
ACL 2019
Incorporating Syntactic and Semantic Information in Word Embeddings using Graph Convolutional Networks
ACL 2019
Textbook Question Answering with Multi-modal Context Graph Understanding and Self-supervised Open-set Comprehension
ACL 2019
Coherent Comments Generation for Chinese Articles with a Graph-to-Sequence Model
ACL 2019
An Empirical Investigation of Structured Output Modeling for Graph-based Neural Dependency Parsing
ACL 2019
A Neural Graph-based Approach to Verbal MWE Identification
ACL 2019
Compositional Fairness Constraints for Graph Embeddings
ICML 2019
Distributed, Egocentric Representations of Graphs for Detecting Critical Structures
ICML 2019
GeoNet: Deep Geodesic Networks for Point Cloud Analysis
CVPR 2019
Skeleton-Based Action Recognition With Directed Graph Neural Networks
CVPR 2019
Object-Aware Aggregation With Bidirectional Temporal Graph for Video Captioning
CVPR 2019
Exploiting Edge Features for Graph Neural Networks
CVPR 2019
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