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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
FC-GNN: Recovering Reliable and Accurate Correspondences from Interferences
CVPR 2024
HIG: Hierarchical Interlacement Graph Approach to Scene Graph Generation in Video Understanding
CVPR 2024
Improving Out-of-Distribution Generalization in Graphs via Hierarchical Semantic Environments
CVPR 2024
GreedyViG: Dynamic Axial Graph Construction for Efficient Vision GNNs
CVPR 2024
HiKER-SGG: Hierarchical Knowledge Enhanced Robust Scene Graph Generation
CVPR 2024
Dynamic Graph Representation with Knowledge-aware Attention for Histopathology Whole Slide Image Analysis
CVPR 2024
Category-Level Multi-Part Multi-Joint 3D Shape Assembly
CVPR 2024
Tumor Micro-environment Interactions Guided Graph Learning for Survival Analysis of Human Cancers from Whole-slide Pathological Images
CVPR 2024
MemoNav: Working Memory Model for Visual Navigation
CVPR 2024
Self-Promoted Clustering-based Contrastive Learning for Brain Networks Pretraining
IJCAI 2024
Exploring the Role of Node Diversity in Directed Graph Representation Learning
IJCAI 2024
Heterogeneous Graph Transformer with Poly-Tokenization
IJCAI 2024
Learning Multi-Granularity and Adaptive Representation for Knowledge Graph Reasoning
IJCAI 2024
WeatherGNN: Exploiting Meteo- and Spatial-Dependencies for Local Numerical Weather Prediction Bias-Correction
IJCAI 2024
Robust Heterophilic Graph Learning against Label Noise for Anomaly Detection
IJCAI 2024
Graph Attention Network with High-Order Neighbor Information Propagation for Social Recommendation
IJCAI 2024
Kernel Readout for Graph Neural Networks
IJCAI 2024
LG-GNN: Local-Global Adaptive Graph Neural Network for Modeling Both Homophily and Heterophily
IJCAI 2024
Make Graph Neural Networks Great Again: A Generic Integration Paradigm of Topology-Free Patterns for Traffic Speed Prediction
IJCAI 2024
Generalized Taxonomy-Guided Graph Neural Networks
IJCAI 2024
VSGT: Variational Spatial and Gaussian Temporal Graph Models for EEG-based Emotion Recognition
IJCAI 2024
A Logic for Reasoning about Aggregate-Combine Graph Neural Networks
IJCAI 2024
Temporal Graph ODEs for Irregularly-Sampled Time Series
IJCAI 2024
EPIC: Graph Augmentation with Edit Path Interpolation via Learnable Cost
IJCAI 2024
An Efficient Prototype-Based Clustering Approach for Edge Pruning in Graph Neural Networks to Battle Over-Smoothing
IJCAI 2024
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