2 papers
cs.CV2023
MRA-GNN: Minutiae Relation-Aware Model over Graph Neural Network for Fingerprint Embedding
Yapeng Su, Tong Zhao, Zicheng Zhang
Deep learning has achieved remarkable results in fingerprint embedding, which plays a critical role in modern Automated Fingerprint Identification Systems. However, previous works…
cs.LG2023
Demystifying Structural Disparity in Graph Neural Networks: Can One Size Fit All?
Haitao Mao, Zhikai Chen, Wei Jin +5
Recent studies on Graph Neural Networks(GNNs) provide both empirical and theoretical evidence supporting their effectiveness in capturing structural patterns on both homophilic and…