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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
Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph Model
EMNLP 2019
KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning
EMNLP 2019
Aligning Cross-Lingual Entities with Multi-Aspect Information
EMNLP 2019
Node Embeddings for Graph Merging: Case of Knowledge Graph Construction
EMNLP 2019
Cross-lingual Structure Transfer for Relation and Event Extraction
EMNLP 2019
PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bases and Text
EMNLP 2019
Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning
EMNLP 2019
Enhancing AMR-to-Text Generation with Dual Graph Representations
EMNLP 2019
Text Level Graph Neural Network for Text Classification
EMNLP 2019
Global Reasoning over Database Structures for Text-to-SQL Parsing
EMNLP 2019
Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network
EMNLP 2019
CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text
EMNLP 2019
Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented Graphs
EMNLP 2019
Syntax-Aware Aspect Level Sentiment Classification with Graph Attention Networks
EMNLP 2019
Event Detection with Multi-Order Graph Convolution and Aggregated Attention
EMNLP 2019
Machine Reading Comprehension Using Structural Knowledge Graph-aware Network
EMNLP 2019
Syntax-aware Multi-task Graph Convolutional Networks for Biomedical Relation Extraction
EMNLP 2019
Graph-Based Semi-Supervised Learning for Natural Language Understanding
EMNLP 2019
Dense Node Representation for Geolocation
EMNLP 2019
I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge Graphs
AAAI 2019
Heterogeneous Attributed Network Embedding with Graph Convolutional Networks
AAAI 2019
Rescoring Keyword Search Confidence Estimates with Graph-Based Re-Ranking Using Acoustic Word Embeddings
INTERSPEECH 2019
Language-Conditioned Graph Networks for Relational Reasoning
ICCV 2019
Fashion Retrieval via Graph Reasoning Networks on a Similarity Pyramid
ICCV 2019
Mixture-Kernel Graph Attention Network for Situation Recognition
ICCV 2019
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