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Automated Detection and Repair of Floating-point Precision Problems in Convolutional Neural Network Operators.

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Title: Automated Detection and Repair of Floating-point Precision Problems in Convolutional Neural Network Operators.
Authors: Liu, Jiawei1, jw.liu@smail.nju.edu.cn, Zhang, Xufan2, zhangxufan@smail.nju.edu.cn, Xu, Lurong3, xulurong1@hisilicon.com, Fang, Chunrong1, fangchunrong@nju.edu.cn, Gu, Mingzheng2, MF21320043@smail.nju.edu.cn, Luo, Weisi3, luoweisi@huawei.com, Chai, Dong3, chaidong@hisilicon.com, Wang, Jiang3, jiang.wang@hisilicon.com, Zhao, Zhihong2, zhaozhih@nju.edu.cn, Chen, Zhenyu1, zychen@nju.edu.cn
Source: ACM Transactions on Software Engineering & Methodology; Sep2025, Vol. 34 Issue 7, p1-32, 32p
Database: Applied Science & Technology Source
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  Data: Automated Detection and Repair of Floating-point Precision Problems in Convolutional Neural Network Operators.
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  Data: <searchLink fieldCode="AU" term="%22Liu%2C+Jiawei%22">Liu, Jiawei</searchLink><relatesTo>1</relatesTo>, <i>jw.liu@smail.nju.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Zhang%2C+Xufan%22">Zhang, Xufan</searchLink><relatesTo>2</relatesTo>, <i>zhangxufan@smail.nju.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Xu%2C+Lurong%22">Xu, Lurong</searchLink><relatesTo>3</relatesTo>, <i>xulurong1@hisilicon.com</i><br /><searchLink fieldCode="AU" term="%22Fang%2C+Chunrong%22">Fang, Chunrong</searchLink><relatesTo>1</relatesTo>, <i>fangchunrong@nju.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Gu%2C+Mingzheng%22">Gu, Mingzheng</searchLink><relatesTo>2</relatesTo>, <i>MF21320043@smail.nju.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Luo%2C+Weisi%22">Luo, Weisi</searchLink><relatesTo>3</relatesTo>, <i>luoweisi@huawei.com</i><br /><searchLink fieldCode="AU" term="%22Chai%2C+Dong%22">Chai, Dong</searchLink><relatesTo>3</relatesTo>, <i>chaidong@hisilicon.com</i><br /><searchLink fieldCode="AU" term="%22Wang%2C+Jiang%22">Wang, Jiang</searchLink><relatesTo>3</relatesTo>, <i>jiang.wang@hisilicon.com</i><br /><searchLink fieldCode="AU" term="%22Zhao%2C+Zhihong%22">Zhao, Zhihong</searchLink><relatesTo>2</relatesTo>, <i>zhaozhih@nju.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Chen%2C+Zhenyu%22">Chen, Zhenyu</searchLink><relatesTo>1</relatesTo>, <i>zychen@nju.edu.cn</i>
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  Data: <searchLink fieldCode="JN" term="%22ACM+Transactions+on+Software+Engineering+%26+Methodology%22">ACM Transactions on Software Engineering & Methodology</searchLink>; Sep2025, Vol. 34 Issue 7, p1-32, 32p
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        Value: 10.1145/3715104
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              Text: Sep2025
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