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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
Relational Graph Attention Network for Aspect-based Sentiment Analysis
ACL 2020
CLEVR Parser: A Graph Parser Library for Geometric Learning on Language Grounded Image Scenes
EMNLP 2020
Message Passing for Hyper-Relational Knowledge Graphs
EMNLP 2020
Scene Restoring for Narrative Machine Reading Comprehension
EMNLP 2020
Double Graph Based Reasoning for Document-level Relation Extraction
EMNLP 2020
Factorizable Graph Convolutional Networks
NIPS 2020
MultiDM-GCN: Aspect-guided Response Generation in Multi-domain Multi-modal Dialogue System using Graph Convolutional Network
EMNLP 2020
Independence Promoted Graph Disentangled Networks
AAAI 2020
Graph Convolutional Networks with Markov Random Field Reasoning for Social Spammer Detection
AAAI 2020
Chemically Interpretable Graph Interaction Network for Prediction of Pharmacokinetic Properties of Drug-Like Molecules
AAAI 2020
GCAN: Graph-aware Co-Attention Networks for Explainable Fake News Detection on Social Media
ACL 2020
Revisiting Graph Based Collaborative Filtering: A Linear Residual Graph Convolutional Network Approach
AAAI 2020
Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question Answering
AAAI 2020
AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling
EMNLP 2020
Tensor Graph Convolutional Networks for Text Classification
AAAI 2020
AMR Parsing via Graph-Sequence Iterative Inference
ACL 2020
Deep Attentive Learning for Stock Movement Prediction From Social Media Text and Company Correlations
EMNLP 2020
SpSequenceNet: Semantic Segmentation Network on 4D Point Clouds
CVPR 2020
GoGNN: Graph of Graphs Neural Network for Predicting Structured Entity Interactions
IJCAI 2020
JANE: Jointly Adversarial Network Embedding
IJCAI 2020
A Graph Auto-encoder Model of Derivational Morphology
ACL 2020
Graph Neural Architecture Search
IJCAI 2020
Domain Adaptive Classification on Heterogeneous Information Networks
IJCAI 2020
Rumor Detection on Social Media with Graph Structured Adversarial Learning
IJCAI 2020
Learning Multi-Granular Hypergraphs for Video-Based Person Re-Identification
CVPR 2020
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