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Enhanced membership inference attack method leveraging data characteristics

Aiming at the problem that the existing membership inference attack (MIA) methods only present generic testing results and had not sufficiently evaluated the effectiveness of such attacks, which could mislead attackers, multiple test scenarios were first constructed and various evaluation metrics we...

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Detalhes bibliográficos
Principais autores: NIU Jun, SHEN Kuo, WANG Yuecong, HAN Xuexue, ZHANG Jiawei, LI Xinghua, ZHANG Yuqing
Formato: Artigo
Idioma:Chinês
Publicado em: Editorial Department of Journal on Communications 2025-09-01
coleção:Tongxin xuebao
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Acesso em linha:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2025162/
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