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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
Efficient Graph Generation with Graph Recurrent Attention Networks
NIPS 2019
Recurrent Kernel Networks
NIPS 2019
GNNExplainer: Generating Explanations for Graph Neural Networks
NIPS 2019
A Flexible Generative Framework for Graph-based Semi-supervised Learning
NIPS 2019
D-VAE: A Variational Autoencoder for Directed Acyclic Graphs
NIPS 2019
Conditional Structure Generation through Graph Variational Generative Adversarial Nets
NIPS 2019
Universal Invariant and Equivariant Graph Neural Networks
NIPS 2019
Semi-Implicit Graph Variational Auto-Encoders
NIPS 2019
You Shall Know a User by the Company It Keeps: Dynamic Representations for Social Media Users in NLP
EMNLP 2019
DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation
EMNLP 2019
Modeling Conversation Structure and Temporal Dynamics for Jointly Predicting Rumor Stance and Veracity
EMNLP 2019
Neural Speech Translation using Lattice Transformations and Graph Networks
EMNLP 2019
Identifying Supporting Facts for Multi-hop Question Answering with Document Graph Networks
EMNLP 2019
Do Sentence Interactions Matter? Leveraging Sentence Level Representations for Fake News Classification
EMNLP 2019
Learning to Order Graph Elements with Application to Multilingual Surface Realization
EMNLP 2019
Graph-Based Global Reasoning Networks
CVPR 2019
Mind Your Neighbours: Image Annotation With Metadata Neighbourhood Graph Co-Attention Networks
CVPR 2019
Semantic Graph Convolutional Networks for 3D Human Pose Regression
CVPR 2019
Actional-Structural Graph Convolutional Networks for Skeleton-Based Action Recognition
CVPR 2019
Cross-Modal Relationship Inference for Grounding Referring Expressions
CVPR 2019
Multi-Label Image Recognition With Graph Convolutional Networks
CVPR 2019
Graph Attention Convolution for Point Cloud Semantic Segmentation
CVPR 2019
Data Representation and Learning With Graph Diffusion-Embedding Networks
CVPR 2019
Semi-Supervised Learning With Graph Learning-Convolutional Networks
CVPR 2019
Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action Recognition
CVPR 2019
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