34 citations · 93 across the 29 of their papers we have counts for
Showing 2023Show all
3 papers · 1 filter
cs.LG2023
Discretize Relaxed Solution of Spectral Clustering via a Non-Heuristic Algorithm
Hongyuan Zhang, Xuelong Li
Spectral clustering and its extensions usually consist of two steps: (1) constructing a graph and computing the relaxed solution; (2) discretizing relaxed solutions. Although the f…
cs.LG2023★ 11 cited
Variational Positive-incentive Noise: How Noise Benefits Models
Hongyuan Zhang, Sida Huang, Yubin Guo +1
A large number of works aim to alleviate the impact of noise due to an underlying conventional assumption of the negative role of noise. However, some existing works show that the…
cs.LG2023
Decouple Graph Neural Networks: Train Multiple Simple GNNs Simultaneously Instead of One
Hongyuan Zhang, Yanan Zhu, Xuelong Li
Graph neural networks (GNN) suffer from severe inefficiency. It is mainly caused by the exponential growth of node dependency with the increase of layers. It extremely limits the a…