Solutions to these challenges exist and are topics of active research. Although they are out of the scope of this article, it is worth mentioning differential privacy and homomorphic encryption as examples of privacy preserving techniques suitable for FL applications. AI Ethics is a topic central to Digital Catapult’s objective of accelerating the ethical and responsible adoption of AI, and we are keen to support innovation and experimentation to address those challenges, and to explore applications on FL, which we started with a demonstrator project.
这些挑战的解决方案已经存在,并且是积极研究的主题。 尽管它们不在本文讨论范围之内,但值得一提的是,差分隐私和同态加密是适用于FL应用程序的隐私保护技术的示例。 AI伦理学是Digital Catapult加速以道德和负责任的态度采用AI的目标的核心主题,我们热衷于支持创新和试验来应对这些挑战,并探索FL上的应用程序,我们从一个演示项目开始。