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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
DSM: Question Generation over Knowledge Base via Modeling Diverse Subgraphs with Meta-learner
EMNLP 2022
RelU-Net: Syntax-aware Graph U-Net for Relational Triple Extraction
EMNLP 2022
Inductive Relation Prediction with Logical Reasoning Using Contrastive Representations
EMNLP 2022
Towards Multi-Modal Sarcasm Detection via Hierarchical Congruity Modeling with Knowledge Enhancement
EMNLP 2022
Capturing Global Structural Information in Long Document Question Answering with Compressive Graph Selector Network
EMNLP 2022
MetaFill: Text Infilling for Meta-Path Generation on Heterogeneous Information Networks
EMNLP 2022
DRLK: Dynamic Hierarchical Reasoning with Language Model and Knowledge Graph for Question Answering
EMNLP 2022
Complex Hyperbolic Knowledge Graph Embeddings with Fast Fourier Transform
EMNLP 2022
Abstractive Summarization Guided by Latent Hierarchical Document Structure
EMNLP 2022
Pair-Based Joint Encoding with Relational Graph Convolutional Networks for Emotion-Cause Pair Extraction
EMNLP 2022
Affective Knowledge Enhanced Multiple-Graph Fusion Networks for Aspect-based Sentiment Analysis
EMNLP 2022
GHAN: Graph-Based Hierarchical Aggregation Network for Text-Video Retrieval
EMNLP 2022
Attention and Edge-Label Guided Graph Convolutional Networks for Named Entity Recognition
EMNLP 2022
GREENER: Graph Neural Networks for News Media Profiling
EMNLP 2022
SEMGraph: Incorporating Sentiment Knowledge and Eye Movement into Graph Model for Sentiment Analysis
EMNLP 2022
Extending Phrase Grounding with Pronouns in Visual Dialogues
EMNLP 2022
Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence
EMNLP 2022
ACENet: Attention Guided Commonsense Reasoning on Hybrid Knowledge Graph
EMNLP 2022
IRRGN: An Implicit Relational Reasoning Graph Network for Multi-turn Response Selection
EMNLP 2022
MoSE: Modality Split and Ensemble for Multimodal Knowledge Graph Completion
EMNLP 2022
Simplified Graph Learning for Inductive Short Text Classification
EMNLP 2022
PAR: Political Actor Representation Learning with Social Context and Expert Knowledge
EMNLP 2022
PAIGE: Personalized Adaptive Interactions Graph Encoder for Query Rewriting in Dialogue Systems
EMNLP 2022
Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question Answering
EMNLP 2022
Dialogue Meaning Representation for Task-Oriented Dialogue Systems
EMNLP 2022
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