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confidential machine learning on untrusted platforms:a survey

Cybersecurity 2021年第1期4卷 461-479页

作者： Sharma Sagar Chen Keke Northwestern Mutual Data Science Associate Professor Director of Trustworthy and Intelligent computing Lab Department of Computer Science Marquette University Milwaukee WisconsinUSA HP Inc. USA

With the ever-growing data and the need for developing powerful machine learning models,data owners increasingly depend on various untrusted platforms(e.g.,public clouds,edges,and machine learning service providers)for scalable processing or collaborative ***,sensitive data and models are in danger of unauthorized access,misuse,and privacy compromises.A relatively new body of research confidentially trains machine learning models on protected data to address these *** this survey,we summarize notable studies in this emerging area of *** a unified framework,we highlight the critical challenges and innovations in outsourcing machine learning *** focus on the cryptographic approaches for confidential machine learning(CML),primarily on model training,while also covering other directions such as perturbation-based approaches and CML in the hardware-assisted computing *** discussion will take a holistic way to consider a rich context of the related threat models,security assumptions,design principles,and associated trade-offs amongst data utility,cost,and confidentiality.

关键词： confidential computing Cryptographic protocols Machine learning

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国家标准项目《信息安全技术机密计算通用框架》试点实践

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China Standardization 2023年第S1期 52-56页

作者：王惠莅邱勤庞婷葛小宇张高山 China Electronics Standardization Institute China Mobile Communications Group Co. Ltd. Huawei Technologies Co. Ltd. China Mobile Communications Group Design Institute Co. Ltd.

Data security and privacy protection have become the focus of cybersecurity protection in many *** utilization of confidential computing technology can significantly enhance data ***,there are a variety of confidential computing technology routes,with significant differences in the principles and interfaces of *** is an urgent need to develop relevant standards and specifications and guide the design,development,deployment and application of confidential computing related *** paper introduces the development progress of the national standard project“Information security techniques—General framework for the confidential computing”and its pilot application scenarios across various ***,it proposes suggestions on modifying and improving the standard to promote the healthy development of the confidential computing industry ecosystem.

关键词： cybersecurity data security privacy protection confidential computing

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