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pro vyhledávání: '"Sha, Haichao"'
Differentially Private Stochastic Gradient Descent (DPSGD) is widely utilized to preserve training data privacy in deep learning, which first clips the gradients to a predefined norm and then injects calibrated noise into the training procedure. Exis
Externí odkaz:
http://arxiv.org/abs/2405.17529
The paradigm of Differentially Private SGD~(DP-SGD) can provide a theoretical guarantee for training data in both centralized and federated settings. However, the utility degradation caused by DP-SGD limits its wide application in high-stakes tasks,
Externí odkaz:
http://arxiv.org/abs/2312.03792
Autor:
Zeng, Taotao, Wang, Liangqin, Ren, Xiaoya, Al-Dhabi, Naif Abdullah, Sha, Haichao, Fu, Yusong, Tang, Wangwang, Zhang, Jie
Publikováno v:
In Environmental Research 1 July 2024 252 Part 2
Autor:
Sha, Haichao, Song, Xin, Abdullah Al-Dhabi, Naif, Zeng, Taotao, Mao, Yuemei, Fu, Yusong, Liu, Zheng, Wang, Guohua, Tang, Wangwang
Publikováno v:
In Bioresource Technology February 2024 394
Akademický článek
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Publikováno v:
In Environmental Research 1 February 2023 218
Publikováno v:
Environmental Science & Technology (10036504); 2023, Vol. 46 Issue 11, p195-202, 8p
Autor:
Zeng T; Hunan Province Key Laboratory of Pollution Control and Resources Reuse Technology, University of South China, Hengyang, 421001, Hunan, China.; College of Environmental Science and Engineering, Hunan University, Changsha, 410082, China.; Key Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha, 410082, Hunan, China., Sha H; Hunan Province Key Laboratory of Pollution Control and Resources Reuse Technology, University of South China, Hengyang, 421001, Hunan, China., Xie Q; College of Environmental Science and Engineering, Hunan University, Changsha, 410082, China.; Key Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha, 410082, Hunan, China., Lu Y; College of Environmental Science and Engineering, Hunan University, Changsha, 410082, China. yuelu@hnu.edu.cn.; Key Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha, 410082, Hunan, China. yuelu@hnu.edu.cn., Nong H; Hunan Province Key Laboratory of Pollution Control and Resources Reuse Technology, University of South China, Hengyang, 421001, Hunan, China., Wang L; Hunan Province Key Laboratory of Pollution Control and Resources Reuse Technology, University of South China, Hengyang, 421001, Hunan, China., Tang L; College of Environmental Science and Engineering, Hunan University, Changsha, 410082, China.; Key Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha, 410082, Hunan, China.
Publikováno v:
Environmental science and pollution research international [Environ Sci Pollut Res Int] 2024 Apr 22. Date of Electronic Publication: 2024 Apr 22.