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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
Rumor Detection on Twitter with Claim-Guided Hierarchical Graph Attention Networks
EMNLP 2021
Neural News Recommendation with Collaborative News Encoding and Structural User Encoding
EMNLP 2021
Self-Attention Graph Residual Convolutional Networks for Event Detection with dependency relations
EMNLP 2021
Improving Knowledge Graph Embedding Using Affine Transformations of Entities Corresponding to Each Relation
EMNLP 2021
Towards Document-Level Paraphrase Generation with Sentence Rewriting and Reordering
EMNLP 2021
Past, Present, and Future: Conversational Emotion Recognition through Structural Modeling of Psychological Knowledge
EMNLP 2021
EventKE: Event-Enhanced Knowledge Graph Embedding
EMNLP 2021
An Edge-Enhanced Hierarchical Graph-to-Tree Network for Math Word Problem Solving
EMNLP 2021
Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph
EMNLP 2021
Grounded Graph Decoding improves Compositional Generalization in Question Answering
EMNLP 2021
Geo-BERT Pre-training Model for Query Rewriting in POI Search
EMNLP 2021
Leveraging Bidding Graphs for Advertiser-Aware Relevance Modeling in Sponsored Search
EMNLP 2021
A Neural Graph-based Local Coherence Model
EMNLP 2021
Lexicon-Based Graph Convolutional Network for Chinese Word Segmentation
EMNLP 2021
A Discourse-Aware Graph Neural Network for Emotion Recognition in Multi-Party Conversation
EMNLP 2021
Contrastive Document Representation Learning with Graph Attention Networks
EMNLP 2021
HyperExpan: Taxonomy Expansion with Hyperbolic Representation Learning
EMNLP 2021
HAConvGNN: Hierarchical Attention Based Convolutional Graph Neural Network for Code Documentation Generation in Jupyter Notebooks
EMNLP 2021
Perceived and Intended Sarcasm Detection with Graph Attention Networks
EMNLP 2021
Relation-aware Bidirectional Path Reasoning for Commonsense Question Answering
EMNLP 2021
Effective Use of Graph Convolution Network and Contextual Sub-Tree for Commodity News Event Extraction
EMNLP 2021
Graph Reasoning with Context-Aware Linearization for Interpretable Fact Extraction and Verification
EMNLP 2021
Does Commonsense help in detecting Sarcasm?
EMNLP 2021
The FairyNet Corpus - Character Networks for German Fairy Tales
EMNLP 2021
Fine-grained Temporal Relation Extraction with Ordered-Neuron LSTM and Graph Convolutional Networks
EMNLP 2021
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