CN112166445A - 基于区块链网络的联合学习方法和联合学习设备 - Google Patents
基于区块链网络的联合学习方法和联合学习设备 Download PDFInfo
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Abstract
本申请提供了一种基于区块链网络的联合学习方法和联合学习设备，该方法包括：获取初始模型参数，该初始模型参数为参与联合学习的设备建立初始化模型的参数；训练该初始模型参数，生成用于更新该初始模型参数的训练结果；通过状态通道向应用服务器节点发送该训练结果，该状态通道为该设备与该应用服务器节点之间的离链通道，该离链通道位于区块链网络之外。本申请提供的技术方案，参与联合学习的设备通过状态通道反馈联合学习的训练结果，能够满足联合学习与区块链技术相结合的高交易吞吐量的需求。
Description
PCT国内申请，说明书已公开。
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- PCT国内申请，权利要求书已公开。
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| Application Number | Priority Date | Filing Date | Title |
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| PCT/CN2019/082865 WO2020210979A1 (zh) | 2019-04-16 | 2019-04-16 | 基于区块链网络的联合学习方法和联合学习设备 |
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| WO (1) | WO2020210979A1 (zh) |
Cited By (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN113094761A (zh) * | 2021-04-25 | 2021-07-09 | 中山大学 | 一种联邦学习数据防篡改监测方法及相关装置 |
| CN113792347A (zh) * | 2021-08-24 | 2021-12-14 | 上海点融信息科技有限责任公司 | 基于区块链的联邦学习方法、装置、设备及存储介质 |
| CN114844785A (zh) * | 2021-02-01 | 2022-08-02 | 大唐移动通信设备有限公司 | 通信***中的模型更新方法、装置及存储介质 |
Families Citing this family (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US11562228B2 (en) * | 2019-06-12 | 2023-01-24 | International Business Machines Corporation | Efficient verification of machine learning applications |
| US11694110B2 (en) | 2019-06-12 | 2023-07-04 | International Business Machines Corporation | Aggregated machine learning verification for database |
| US11983608B2 (en) | 2019-06-12 | 2024-05-14 | International Business Machines Corporation | Efficient verification of machine learning applications |
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| CN105575389B (zh) * | 2015-12-07 | 2019-07-30 | 百度在线网络技术（北京）有限公司 | 模型训练方法、***和装置 |
| CN106934715A (zh) * | 2017-01-23 | 2017-07-07 | 天津米游科技有限公司 | 一种基于区块链的高频交易方法及*** |
| CN108280522B (zh) * | 2018-01-03 | 2021-08-20 | 北京大学 | 一种插件式分布式机器学习计算框架及其数据处理方法 |
| CN109194508B (zh) * | 2018-08-27 | 2020-12-18 | 联想(北京)有限公司 | 基于区块链的数据处理方法和装置 |
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2019
- 2019-04-16 CN CN201980007212.3A patent/CN112166445A/zh active Pending
- 2019-04-16 WO PCT/CN2019/082865 patent/WO2020210979A1/zh active Application Filing
Patent Citations (7)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN107871160A (zh) * | 2016-09-26 | 2018-04-03 | 谷歌公司 | 通信高效联合学习 |
| US20190081793A1 (en) * | 2017-09-12 | 2019-03-14 | Kadena, LLC | Parallel-chain architecture for blockchain systems |
| US20190095879A1 (en) * | 2017-09-26 | 2019-03-28 | Cornell University | Blockchain payment channels with trusted execution environments |
| CN108694669A (zh) * | 2018-07-18 | 2018-10-23 | 矩阵元技术（深圳）有限公司 | 一种区块链智能合约实现方法及装置 |
| CN109493216A (zh) * | 2018-09-30 | 2019-03-19 | 北京小米移动软件有限公司 | 模型训练方法、装置、***及存储介质 |
| CN109167695A (zh) * | 2018-10-26 | 2019-01-08 | 深圳前海微众银行股份有限公司 | 基于联邦学习的联盟网络构建方法、设备及可读存储介质 |
| CN109543726A (zh) * | 2018-11-06 | 2019-03-29 | 联动优势科技有限公司 | 一种训练模型的方法及装置 |
Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN114844785A (zh) * | 2021-02-01 | 2022-08-02 | 大唐移动通信设备有限公司 | 通信***中的模型更新方法、装置及存储介质 |
| CN114844785B (zh) * | 2021-02-01 | 2024-02-06 | 大唐移动通信设备有限公司 | 通信***中的模型更新方法、装置及存储介质 |
| CN113094761A (zh) * | 2021-04-25 | 2021-07-09 | 中山大学 | 一种联邦学习数据防篡改监测方法及相关装置 |
| CN113792347A (zh) * | 2021-08-24 | 2021-12-14 | 上海点融信息科技有限责任公司 | 基于区块链的联邦学习方法、装置、设备及存储介质 |
| CN113792347B (zh) * | 2021-08-24 | 2023-09-26 | 上海点融信息科技有限责任公司 | 基于区块链的联邦学习方法、装置、设备及存储介质 |
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| WO2020210979A1 (zh) | 2020-10-22 |
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