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Deep Learning
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Graph Neural Networks
4,495 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
ERGO: Event Relational Graph Transformer for Document-level Event Causality Identification
COLING 2022
Decoupling Mixture-of-Graphs: Unseen Relational Learning for Knowledge Graph Completion by Fusing Ontology and Textual Experts
COLING 2022
Document-Level Relation Extraction via Pair-Aware and Entity-Enhanced Representation Learning
COLING 2022
Supporting Medical Relation Extraction via Causality-Pruned Semantic Dependency Forest
COLING 2022
A Simple Model for Distantly Supervised Relation Extraction
COLING 2022
Doc-GCN: Heterogeneous Graph Convolutional Networks for Document Layout Analysis
COLING 2022
DynGL-SDP: Dynamic Graph Learning for Semantic Dependency Parsing
COLING 2022
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures inside Arguments
COLING 2022
Topology Imbalance and Relation Inauthenticity Aware Hierarchical Graph Attention Networks for Fake News Detection
COLING 2022
Multi-level Community-awareness Graph Neural Networks for Neural Machine Translation
COLING 2022
Enhancing Structure-aware Encoder with Extremely Limited Data for Graph-based Dependency Parsing
COLING 2022
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation
COLING 2022
Multi Graph Neural Network for Extractive Long Document Summarization
COLING 2022
A Survey of Automatic Text Summarization Using Graph Neural Networks
COLING 2022
HeterGraphLongSum: Heterogeneous Graph Neural Network with Passage Aggregation for Extractive Long Document Summarization
COLING 2022
Social Bot-Aware Graph Neural Network for Early Rumor Detection
COLING 2022
AMRTVSumm: AMR-augmented Hierarchical Network for TV Transcript Summarization
COLING 2022
Multilevel Hypernode Graphs for Effective and Efficient Entity Linking
COLING 2022
Cross-Modal Contextualized Hidden State Projection Method for Expanding of Taxonomic Graphs
COLING 2022
Text-Aware Graph Embeddings for Donation Behavior Prediction
COLING 2022
Temporal Graph Analysis of Misinformation Spreaders in Social Media
COLING 2022
True or False? Detecting False Information on Social Media Using Graph Neural Networks
COLING 2022
Cross-Modal Clinical Graph Transformer for Ophthalmic Report Generation
CVPR 2022
OrphicX: A Causality-Inspired Latent Variable Model for Interpreting Graph Neural Networks
CVPR 2022
Arch-Graph: Acyclic Architecture Relation Predictor for Task-Transferable Neural Architecture Search
CVPR 2022
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