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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
When Does Self-Supervision Help Graph Convolutional Networks?
ICML 2020
Continuous Graph Neural Networks
ICML 2020
Multi-View Attribute Graph Convolution Networks for Clustering
IJCAI 2020
Question Directed Graph Attention Network for Numerical Reasoning over Text
EMNLP 2020
BERT-MK: Integrating Graph Contextualized Knowledge into Pre-trained Language Models
EMNLP 2020
A Graphical and Attentional Framework for Dual-Target Cross-Domain Recommendation
IJCAI 2020
Smart Contract Vulnerability Detection using Graph Neural Network
IJCAI 2020
Graph Convolutions over Constituent Trees for Syntax-Aware Semantic Role Labeling
EMNLP 2020
Supertagging Combinatory Categorial Grammar with Attentive Graph Convolutional Networks
EMNLP 2020
Summarizing Chinese Medical Answer with Graph Convolution Networks and Question-focused Dual Attention
EMNLP 2020
Graph Transformer Networks with Syntactic and Semantic Structures for Event Argument Extraction
EMNLP 2020
Improving Aspect-based Sentiment Analysis with Gated Graph Convolutional Networks and Syntax-based Regulation
EMNLP 2020
Abusive Language Detection using Syntactic Dependency Graphs
EMNLP 2020
Diverse and Relevant Visual Storytelling with Scene Graph Embeddings
EMNLP 2020
WAFFLE: A Graph for WordNet Applied to FreeForm Linguistic Exploration
EMNLP 2020
Better AMR-To-Text Generation with Graph Structure Reconstruction
IJCAI 2020
Visual-Semantic Matching by Exploring High-Order Attention and Distraction
CVPR 2020
Density-Aware Graph for Deep Semi-Supervised Visual Recognition
CVPR 2020
Shape correspondence using anisotropic Chebyshev spectral CNNs
CVPR 2020
Beyond Short-Term Snippet: Video Relation Detection With Spatio-Temporal Global Context
CVPR 2020
Learning Multi-View Camera Relocalization With Graph Neural Networks
CVPR 2020
Active Learning on Attributed Graphs via Graph Cognizant Logistic Regression and Preemptive Query Generation
ICML 2020
DyERNIE: Dynamic Evolution of Riemannian Manifold Embeddings for Temporal Knowledge Graph Completion
EMNLP 2020
The Dots Have Their Values: Exploiting the Node-Edge Connections in Graph-based Neural Models for Document-level Relation Extraction
EMNLP 2020
ComplexDataLab at W-NUT 2020 Task 2: Detecting Informative COVID-19 Tweets by Attending over Linked Documents
EMNLP 2020
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