随笔分类 -  联邦学习

人工智能安全（联邦学习）
差分隐私（Differential Privacy）定义及其理解
摘要：1 前置知识 本部分只对相关概念做服务于差分隐私介绍的简单介绍，并非细致全面的介绍。 1.1 随机化算法 随机化算法指，对于特定输入，该算法的输出不是固定值，而是服从某一分布。 单纯形（simplex）：一个$k$维单纯形是指包含$k+1$个顶点的凸多面体，一维单纯形是一条线段，二维单纯形是一个三角 阅读全文
posted @ 2022-05-26 00:36 MaplesWCT 阅读(5199) 评论(0) 推荐(0)
【论文笔记】Federated Machine Learning: Concept and Applications（综述）
摘要：Federated Machine Learning: Concept and Applications Authors QIANG YANG，YANG LIU，TIANJIAN CHEN，YONGXIN TONG Keywords Federated learning，GDPR，transfer 阅读全文
posted @ 2022-05-19 23:11 MaplesWCT 阅读(770) 评论(0) 推荐(0)
【论文笔记】Federated Learning in Mobile Edge Networks: A Comprehensive Survey（综述）
摘要：Federated Learning in Mobile Edge Networks: A Comprehensive Survey Authors Wei Yang Bryan Lim、Nguyen Cong Luong、Dinh Thai Hoang、Yutao Jiao、Ying-Chang 阅读全文
posted @ 2022-05-15 22:57 MaplesWCT 阅读(1420) 评论(0) 推荐(0)
【论文笔记】Federated Learning for Wireless Communications: Motivation, Opportunities, and Challenges（综述）
摘要：Federated Learning for Wireless Communications: Motivation, Opportunities, and Challenges Authors Solmaz Niknam, Harpreet S. Dhillon, Jeffrey H. Reed 阅读全文
posted @ 2022-05-03 22:38 MaplesWCT 阅读(929) 评论(0) 推荐(0)
【论文笔记】A review of applications in federated learning（综述）
摘要：A review of applications in federated learning Authors Li Li, Yuxi Fan, Mike Tse, Kuo-Yi Lin Keywords Federated learning; Literature review; Citation 阅读全文
posted @ 2022-05-01 00:02 MaplesWCT 阅读(796) 评论(0) 推荐(1)
【论文笔记】A survey on security and privacy of federated learning（综述）
摘要：A survey on security and privacy of federated learning Authors Viraaji Mothukuri, Reza M. Parizi, Seyedamin Pouriyeh, Yan Huang, Ali Dehghantanha, Gau 阅读全文
posted @ 2022-04-30 23:54 MaplesWCT 阅读(697) 评论(0) 推荐(0)
【论文笔记】A Survey on Federated Learning: The Journey From Centralized to Distributed On-Site Learning and Beyond（综述）
摘要：A Survey on Federated Learning: The Journey From Centralized to Distributed On-Site Learning and Beyond Authors Sawsan AbdulRahman, Hanine Tout, Hakim 阅读全文
posted @ 2022-04-25 11:13 MaplesWCT 阅读(999) 评论(0) 推荐(0)
【论文笔记】A survey on federated learning（综述）
摘要：A survey on federated learning Authors Chen Zhang, Yu Xie, Hang Bai, Bin Yu, Weihong Li, Yuan Gao Keywords Federated learning; Privacy protection; Mac 阅读全文
posted @ 2022-04-20 12:20 MaplesWCT 阅读(5734) 评论(0) 推荐(1)
联邦平均算法（Federated Averaging Algorithm，FedAvg）
摘要：设一共有$K$个客户机， 中心服务器初始化模型参数，执行若干轮（round），每轮选取至少1个至多$K$个客户机参与训练，接下来每个被选中的客户机同时在自己的本地根据服务器下发的本轮（$t$轮）模型$w_t$用自己的数据训练自己的模型$w^k_{t+1}$，上传回服务器。服务器将收集来的各客户机的模 阅读全文
posted @ 2022-04-18 23:59 MaplesWCT 阅读(3923) 评论(0) 推荐(0)