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pro vyhledávání: '"Xie, Wanyun"'
Sharpness-aware minimization (SAM) has been shown to improve the generalization of neural networks. However, each SAM update requires \emph{sequentially} computing two gradients, effectively doubling the per-iteration cost compared to base optimizers
Externí odkaz:
http://arxiv.org/abs/2410.10683
This paper rethinks Sharpness-Aware Minimization (SAM), which is originally formulated as a zero-sum game where the weights of a network and a bounded perturbation try to minimize/maximize, respectively, the same differentiable loss. To fundamentally
Externí odkaz:
http://arxiv.org/abs/2407.12993
This paper presents a theoretical analysis of linear interpolation as a principled method for stabilizing (large-scale) neural network training. We argue that instabilities in the optimization process are often caused by the nonmonotonicity of the lo
Externí odkaz:
http://arxiv.org/abs/2310.13459
Akademický článek
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Akademický článek
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Autor:
Zeng, Lelin1,2 (AUTHOR), Zhou, Feixiang1 (AUTHOR) 779038329@qq.com, Hu, Rong3 (AUTHOR), Xie, Wanyun1 (AUTHOR), Wang, Guoxiang1 (AUTHOR) wanggxwzl@163.com, Yang, Caixia1 (AUTHOR), Liang, Enxiang1 (AUTHOR) 32625445@qq.com, Xu, Wenyuan1 (AUTHOR), Van der Bruggen, Bart2,4 (AUTHOR)
Publikováno v:
Journal of Polymers & the Environment. Jan2021, Vol. 29 Issue 1, p28-37. 10p.
Autor:
Xu, Weiqi1 (AUTHOR), Takeuchi, Masayuki2 (AUTHOR), Chen, Chun1,3 (AUTHOR), Qiu, Yanmei1,3 (AUTHOR), Xie, Conghui1,3,4 (AUTHOR), Xu, Wanyun5 (AUTHOR), Ma, Nan6 (AUTHOR), Worsnop, Douglas R.7 (AUTHOR), Ng, Nga Lee2,8,9 (AUTHOR) ng@chbe.gatech.edu, Sun, Yele1,3,10 (AUTHOR) sunyele@mail.iap.ac.cn
Publikováno v:
Atmospheric Measurement Techniques. 2021, Vol. 14 Issue 5, p3693-3705. 13p.
Autor:
Zou, Mingyuan1,2 (AUTHOR), Xu, Peilan2 (AUTHOR), Wang, Li2 (AUTHOR), Wang, Lanlan2 (AUTHOR), Li, Tingting2 (AUTHOR), Liu, Cong2 (AUTHOR), Shi, Lei2 (AUTHOR), Xie, Jun2 (AUTHOR), Li, Wanyun2 (AUTHOR), Wang, Shengyu2 (AUTHOR), Wu, Guoqiu3 (AUTHOR), Luo, Fanghong2 (AUTHOR), Wu, Ting2 (AUTHOR), Yan, Jianghua2 (AUTHOR)
Publikováno v:
Artificial Cells, Nanomedicine & Biotechnology. Dec2020, Vol. 48 Issue 1, p116-128. 13p.
Publikováno v:
South Architecture / Nanfang Jianzhu; 2023, Issue 8, p42-50, 9p
This two volume set (CCIS 727 and 728) constitutes the refereed proceedings of the Third International Conference of Pioneering Computer Scientists, Engineers and Educators, ICPCSEE 2017 (originally ICYCSEE) held in Changsha, China, in September 201