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Deep Learning
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Architectures
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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
Combinatorial Learning of Graph Edit Distance via Dynamic Embedding
CVPR 2021
Fast End-to-End Learning on Protein Surfaces
CVPR 2021
Person Re-Identification Using Heterogeneous Local Graph Attention Networks
CVPR 2021
Heterogeneous Grid Convolution for Adaptive, Efficient, and Controllable Computation
CVPR 2021
Binary Graph Neural Networks
CVPR 2021
SGCN: Sparse Graph Convolution Network for Pedestrian Trajectory Prediction
CVPR 2021
Learning a Proposal Classifier for Multiple Object Tracking
CVPR 2021
A Deep Emulator for Secondary Motion of 3D Characters
CVPR 2021
HCRF-Flow: Scene Flow From Point Clouds With Continuous High-Order CRFs and Position-Aware Flow Embedding
CVPR 2021
Dynamic Probabilistic Graph Convolution for Facial Action Unit Intensity Estimation
CVPR 2021
Spatial-Temporal Correlation and Topology Learning for Person Re-Identification in Videos
CVPR 2021
A Functional Approach to Rotation Equivariant Non-Linearities for Tensor Field Networks.
CVPR 2021
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks
EACL 2021
Dynamic Graph Transformer for Implicit Tag Recognition
EACL 2021
Attention-based Relational Graph Convolutional Network for Target-Oriented Opinion Words Extraction
EACL 2021
Structural Encoding and Pre-training Matter: Adapting BERT for Table-Based Fact Verification
EACL 2021
Do Syntax Trees Help Pre-trained Transformers Extract Information?
EACL 2021
Graph-based Fake News Detection using a Summarization Technique
EACL 2021
“Killing Me” Is Not a Spoiler: Spoiler Detection Model using Graph Neural Networks with Dependency Relation-Aware Attention Mechanism
EACL 2021
GLaRA: Graph-based Labeling Rule Augmentation for Weakly Supervised Named Entity Recognition
EACL 2021
Graph Convolutional Networks with Multi-headed Attention for Code-Mixed Sentiment Analysis
EACL 2021
Improving Cross-Lingual Transfer for Event Argument Extraction with Language-Universal Sentence Structures
EACL 2021
Multiplex Graph Neural Network for Extractive Text Summarization
EMNLP 2021
Beta Distribution Guided Aspect-aware Graph for Aspect Category Sentiment Analysis with Affective Knowledge
EMNLP 2021
Graph Based Network with Contextualized Representations of Turns in Dialogue
EMNLP 2021
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