270 citations
- Jilin UniversityCN36 papers
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- Institute of Theoretical PhysicsCN16 papers
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Showing 2022 · math.OCShow all
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math.OC2022★ 2 cited
Utopia point method based robust vector polynomial optimization scheme
Tianyi Han, Liguo Jiao, Jae Hyoung Lee +1
In this paper, we focus on a class of robust vector polynomial optimization problems (RVPOP in short) without any convex assumptions. By combining/improving the utopia point method…
math.OC2022★ 13 cited
Last-iterate convergence analysis of stochastic momentum methods for neural networks
Dongpo Xu, Jinlan Liu, Yinghua Lu +2
The stochastic momentum method is a commonly used acceleration technique for solving large-scale stochastic optimization problems in artificial neural networks. Current convergence…