30 citations · 148 across the 30 of their papers we have counts for
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cs.AI2022
Stability and Generalization of Stochastic Optimization with Nonconvex and Nonsmooth Problems
Yunwen Lei
Stochastic optimization has found wide applications in minimizing objective functions in machine learning, which motivates a lot of theoretical studies to understand its practical…
cs.AI2015★ 3 cited
Local Rademacher Complexity Bounds based on Covering Numbers
Yunwen Lei, Lixin Ding, Yingzhou Bi
This paper provides a general result on controlling local Rademacher complexities, which captures in an elegant form to relate the complexities with constraint on the expected norm…