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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
Aligned Dual Channel Graph Convolutional Network for Visual Question Answering
ACL 2020
Knowledge Graph and Deep Neural Network for Extractive Text Summarization by Utilizing Triples
COLING 2020
Universal Function Approximation on Graphs
NIPS 2020
Iterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node Embeddings
NIPS 2020
ZeroShotCeres: Zero-Shot Relation Extraction from Semi-Structured Webpages
ACL 2020
Cross-Scale Internal Graph Neural Network for Image Super-Resolution
NIPS 2020
Learning Physical Graph Representations from Visual Scenes
NIPS 2020
Towards Scale-Invariant Graph-related Problem Solving by Iterative Homogeneous GNNs
NIPS 2020
Learning a Neural Solver for Multiple Object Tracking
CVPR 2020
Learning Combinatorial Solver for Graph Matching
CVPR 2020
Hierarchical Human Parsing With Typed Part-Relation Reasoning
CVPR 2020
Collaborative Motion Prediction via Neural Motion Message Passing
CVPR 2020
Graph Structured Network for Image-Text Matching
CVPR 2020
Two-Stage Peer-Regularized Feature Recombination for Arbitrary Image Style Transfer
CVPR 2020
Hypergraph Attention Networks for Multimodal Learning
CVPR 2020
Deep Relational Reasoning Graph Network for Arbitrary Shape Text Detection
CVPR 2020
Graph-Structured Referring Expression Reasoning in the Wild
CVPR 2020
DiffGCN: Graph Convolutional Networks via Differential Operators and Algebraic Multigrid Pooling
NIPS 2020
Jointly Learning Aspect-Focused and Inter-Aspect Relations with Graph Convolutional Networks for Aspect Sentiment Analysis
COLING 2020
Graph Cross Networks with Vertex Infomax Pooling
NIPS 2020
Principal Neighbourhood Aggregation for Graph Nets
NIPS 2020
Implicit Graph Neural Networks
NIPS 2020
Disentangle-based Continual Graph Representation Learning
EMNLP 2020
Multimodal Graph Networks for Compositional Generalization in Visual Question Answering
NIPS 2020
Refactoring Policy for Compositional Generalizability using Self-Supervised Object Proposals
NIPS 2020
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