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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 Optimization and Reasoning with Graph Neural Networks
JMLR 2023
Graph Alignment Kernels using Weisfeiler and Leman Hierarchies
AISTATS 2023
Differentiable Meta Multigraph Search with Partial Message Propagation on Heterogeneous Information Networks
AAAI 2023
ReLM: Leveraging Language Models for Enhanced Chemical Reaction Prediction
EMNLP 2023
Learn and Sample Together: Collaborative Generation for Graphic Design Layout
IJCAI 2023
HandGCNFormer: A Novel Topology-Aware Transformer Network for 3D Hand Pose Estimation
WACV 2023
Unifying Short and Long-Term Tracking With Graph Hierarchies
CVPR 2023
Total Variation Graph Neural Networks
ICML 2023
Where Will Players Move Next? Dynamic Graphs and Hierarchical Fusion for Movement Forecasting in Badminton
AAAI 2023
SlotGAT: Slot-based Message Passing for Heterogeneous Graphs
ICML 2023
CIGAR: Cross-Modality Graph Reasoning for Domain Adaptive Object Detection
CVPR 2023
LazyGNN: Large-Scale Graph Neural Networks via Lazy Propagation
ICML 2023
What Planning Problems Can A Relational Neural Network Solve?
NIPS 2023
Wasserstein Barycenter Matching for Graph Size Generalization of Message Passing Neural Networks
ICML 2023
InvGC: Robust Cross-Modal Retrieval by Inverse Graph Convolution
EMNLP 2023
MGG: Accelerating Graph Neural Networks with Fine-Grained Intra-Kernel Communication-Computation Pipelining on Multi-GPU Platforms
OSDI 2023
SubMix: Learning to Mix Graph Sampling Heuristics
UAI 2023
TabPrompt: Graph-based Pre-training and Prompting for Few-shot Table Understanding
EMNLP 2023
Rethinking Semi-Supervised Imbalanced Node Classification from Bias-Variance Decomposition
NIPS 2023
Multi-source Semantic Graph-based Multimodal Sarcasm Explanation Generation
ACL 2023
Fisher Information Embedding for Node and Graph Learning
ICML 2023
LoNe Sampler: Graph Node Embeddings by Coordinated Local Neighborhood Sampling
AAAI 2023
DualGATs: Dual Graph Attention Networks for Emotion Recognition in Conversations
ACL 2023
Tailoring Self-Attention for Graph via Rooted Subtrees
NIPS 2023
Substructure Aware Graph Neural Networks
AAAI 2023
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