37 citations · 67 across the 16 of their papers we have counts for
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cs.LG2022★ 2 cited
Ridgeless Regression with Random Features
Jian Li, Yong Liu, Yingying Zhang
Recent theoretical studies illustrated that kernel ridgeless regression can guarantee good generalization ability without an explicit regularization. In this paper, we investigate…
cs.LG2022★ 1 cited
Sharper Utility Bounds for Differentially Private Models
Yilin Kang, Yong Liu, Jian Li +1
In this paper, by introducing Generalized Bernstein condition, we propose the first high probability excess population risk bound for dif…
cs.LG2022
Stability and Generalization of Differentially Private Minimax Problems
Yilin Kang, Yong Liu, Jian Li +1
In the field of machine learning, many problems can be formulated as the minimax problem, including reinforcement learning, generative adversarial networks, to just name a few. So…