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cs.LG2024
How to Inverting the Leverage Score Distribution?
Zhihang Li, Zhao Song, Weixin Wang +2
Leverage score is a fundamental problem in machine learning and theoretical computer science. It has extensive applications in regression analysis, randomized algorithms, and neura…
cs.LG2023★ 3 cited
A Theoretical Insight into Attack and Defense of Gradient Leakage in Transformer
Chenyang Li, Zhao Song, Weixin Wang +1
The Deep Leakage from Gradient (DLG) attack has emerged as a prevalent and highly effective method for extracting sensitive training data by inspecting exchanged gradients. This ap…
cs.LG2023★ 1 cited
A Unified Scheme of ResNet and Softmax
Zhao Song, Weixin Wang, Junze Yin
Large language models (LLMs) have brought significant changes to human society. Softmax regression and residual neural networks (ResNet) are two important techniques in deep learni…