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MRLA: A Multi-Scale Time-Frequency Representation Learning Model with Lightweight Attention for Network Traffic Anomaly Detection.

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Title: MRLA: A Multi-Scale Time-Frequency Representation Learning Model with Lightweight Attention for Network Traffic Anomaly Detection.
Authors: Liu, Haoran1, Guo, Ke1,2, guoke@btbu.edu.cn, Li, Yan1, Wang, Shaohua1,2, Yao, Jun2, Wang, Zi2
Source: Applied Sciences (2076-3417); Mar2026, Vol. 16 Issue 6, p3008, 24p
Database: Applied Science & Technology Source
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  Data: MRLA: A Multi-Scale Time-Frequency Representation Learning Model with Lightweight Attention for Network Traffic Anomaly Detection.
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  Data: <searchLink fieldCode="AU" term="%22Liu%2C+Haoran%22">Liu, Haoran</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Guo%2C+Ke%22">Guo, Ke</searchLink><relatesTo>1,2</relatesTo>, <i>guoke@btbu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Li%2C+Yan%22">Li, Yan</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Wang%2C+Shaohua%22">Wang, Shaohua</searchLink><relatesTo>1,2</relatesTo><br /><searchLink fieldCode="AU" term="%22Yao%2C+Jun%22">Yao, Jun</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AU" term="%22Wang%2C+Zi%22">Wang, Zi</searchLink><relatesTo>2</relatesTo>
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  Data: <searchLink fieldCode="JN" term="%22Applied+Sciences+%282076-3417%29%22">Applied Sciences (2076-3417)</searchLink>; Mar2026, Vol. 16 Issue 6, p3008, 24p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=192636890
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        Value: 10.3390/app16063008
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        Text: English
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      – TitleFull: MRLA: A Multi-Scale Time-Frequency Representation Learning Model with Lightweight Attention for Network Traffic Anomaly Detection.
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              Text: Mar2026
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