隐私计算 联邦学习产品安全要求 和测试方法 Privacy preserving computing security requirements and testing methods of federated learning products （报批稿） YDICS 35.020 CCS L70 YD/T XXXX —XXXX中 华 人 民 共 和 国 通 信 行 业 标 准 中华人民共和国工业和信息化部 发 布××××-××-××发布 ××××-××-××实施YD/T XXXX—XXXX I目 次 前 言 ................................................................................................................................................. II 1 范围 ................................................................................................................................................ 1 2 规范性引用文件 ............................................................................................................................ 1 3 术语和定义 .................................................................................................................................... 1 4 缩略语 ............................................................................................................................................ 3 5 安全要求 ........................................................................................................................................ 3 5.1 通用算法协议安全 ............................................................................................................. 3 5.2 安全求交算法协议安全 ..................................................................................................... 4 5.3 特征工程算法协议安全 ..................................................................................................... 4 5.4 联合建模算法协议安全 ..................................................................................................... 4 5.5 联合预测算法协议安全 ..................................................................................................... 4 5.6 密码安全 ............................................................................................................................. 4 5.7 通信安全 ............................................................................................................................. 5 5.8 授权认证 ............................................................................................................................. 5 5.9 系统安全 ............................................................................................................................. 5 5.10 稳定性 ............................................................................................................................... 5 5.11 存储安全 ........................................................................................................................... 5 5.12 日志与存证 ....................................................................................................................... 5 6 测试方法 ........................................................................................................................................ 5 6.1 通用算法协议安全 ............................................................................................................. 5 6.2 安全求交算法协议安全 ..................................................................................................... 6 6.3 特征工程算法协议安全 ..................................................................................................... 9 6.4 联合建模算法协议安全 ................................................................................................... 10 6.5 联合预测算法协议安全 ................................................................................................... 13 6.6 密码安全 ........................................................................................................................... 14 6.7 通信安全 ........................................................................................................................... 20 6.8 授权认证 ........................................................................................................................... 22 6.9 系统安全 ............................................................