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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
Graph Neural Networks Inspired by Classical Iterative Algorithms
ICML 2021
Two Heads are Better Than One: Hypergraph-Enhanced Graph Reasoning for Visual Event Ratiocination
ICML 2021
Towards a unified framework for fair and stable graph representation learning
UAI 2021
Bayesian Deep Graph Matching for Correspondence Identification in Collaborative Perception
RSS 2021
Exploiting Edge-Oriented Reasoning for 3D Point-Based Scene Graph Analysis
CVPR 2021
DyGLIP: A Dynamic Graph Model With Link Prediction for Accurate Multi-Camera Multiple Object Tracking
CVPR 2021
Graph-Based High-Order Relation Discovery for Fine-Grained Recognition
CVPR 2021
LayoutGMN: Neural Graph Matching for Structural Layout Similarity
CVPR 2021
SelfSAGCN: Self-Supervised Semantic Alignment for Graph Convolution Network
CVPR 2021
From Local Structures to Size Generalization in Graph Neural Networks
ICML 2021
A Novel Framework for Detecting Important Subevents from Crisis Events via Dynamic Semantic Graphs
EMNLP 2021
Does It Happen? Multi-hop Path Structures for Event Factuality Prediction with Graph Transformer Networks
EMNLP 2021
Fine-grained Temporal Relation Extraction with Ordered-Neuron LSTM and Graph Convolutional Networks
EMNLP 2021
Feedback Graph Attention Convolutional Network for MR Images Enhancement by Exploring Self-Similarity Features
MIDL 2021
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks
EACL 2021
Does Commonsense help in detecting Sarcasm?
EMNLP 2021
Graph Reasoning with Context-Aware Linearization for Interpretable Fact Extraction and Verification
EMNLP 2021
GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling
IJCNLP 2021
Multimodal Sentiment Detection Based on Multi-channel Graph Neural Networks
IJCNLP 2021
Align Voting Behavior with Public Statements for Legislator Representation Learning
IJCNLP 2021
Directed Acyclic Graph Network for Conversational Emotion Recognition
IJCNLP 2021
Discovering Dialog Structure Graph for Coherent Dialog Generation
IJCNLP 2021
Integrating Semantics and Neighborhood Information with Graph-Driven Generative Models for Document Retrieval
IJCNLP 2021
Modeling Transitions of Focal Entities for Conversational Knowledge Base Question Answering
IJCNLP 2021
Label-Specific Dual Graph Neural Network for Multi-Label Text Classification
IJCNLP 2021
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