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cs.LG2024
Simple Multigraph Convolution Networks
Danyang Wu, Xinjie Shen, Jitao Lu +2
Existing multigraph convolution methods either ignore the cross-view interaction among multiple graphs, or induce extremely high computational cost due to standard cross-view polyn…
cs.LG2023★ 31 cited
A Novel Normalized-Cut Solver with Nearest Neighbor Hierarchical Initialization
Feiping Nie, Jitao Lu, Danyang Wu +2
Normalized-Cut (N-Cut) is a famous model of spectral clustering. The traditional N-Cut solvers are two-stage: 1) calculating the continuous spectral embedding of normalized Laplaci…
cs.LG2023
NPL: Negative Pseudo Partial Labels Extraction for Graph Neural Networks
Xinjie Shen, Danyang Wu, Jitao Lu +3
How to utilize the pseudo labels has always been a research hotspot in machine learning. However, most methods use pseudo labels as supervised training, and lack of valid assessing…