Cybersecurity in the generative artificial intelligence era

IF 3.7 3区医学 Q1 OPHTHALMOLOGY

Asia-Pacific Journal of Ophthalmology Pub Date : 2024-07-01 DOI:10.1016/j.apjo.2024.100091

Zhen Ling Teo , Chrystie Wan Ning Quek , Joy Le Yi Wong , Daniel Shu Wei Ting

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引用次数: 0

Abstract

Generative Artificial Intelligence (GenAI) are algorithms capable of generating original content. The ability of GenAI to learn and generate novel outputs alike human cognition has taken the world by storm and ushered in a new era. In this review, we explore the role of GenAI in healthcare, including clinical, operational, and research applications, and delve into the cybersecurity risks of this technology. We discuss risks such as data privacy risks, data poisoning attacks, the propagation of bias, and hallucinations. In this review, we recommend risk mitigation strategies to enhance cybersecurity in GenAI technologies and further explore the use of GenAI as a tool in itself to enhance cybersecurity across the various AI algorithms. GenAI is emerging as a pivotal catalyst across various industries including the healthcare domain. Comprehending the intricacies of this technology and its potential risks will be imperative for us to fully capitalise on the benefits that GenAI can bring.

查看原文本刊更多论文

生成式人工智能时代的网络安全。

生成式人工智能（GenAI）是一种能够生成原创内容的算法。GenAI 能够像人类认知一样学习并生成新颖的输出内容，这种能力已经风靡全球，并开创了一个新时代。在本综述中，我们将探讨 GenAI 在医疗保健领域的作用，包括临床、运营和研究应用，并深入探讨该技术的网络安全风险。我们讨论了数据隐私风险、数据中毒攻击、偏见传播和幻觉等风险。在这篇综述中，我们建议采取风险缓解策略来加强 GenAI 技术的网络安全，并进一步探讨如何将 GenAI 本身作为一种工具来加强各种人工智能算法的网络安全。GenAI 正在成为包括医疗保健领域在内的各行各业的关键催化剂。要充分利用 GenAI 带来的好处，我们就必须了解这项技术的复杂性及其潜在风险。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Asia-Pacific Journal of Ophthalmology OPHTHALMOLOGY-

CiteScore

8.10

自引率

18.20%

发文量

197

审稿时长

6 weeks

期刊介绍： The Asia-Pacific Journal of Ophthalmology, a bimonthly, peer-reviewed online scientific publication, is an official publication of the Asia-Pacific Academy of Ophthalmology (APAO), a supranational organization which is committed to research, training, learning, publication and knowledge and skill transfers in ophthalmology and visual sciences. The Asia-Pacific Journal of Ophthalmology welcomes review articles on currently hot topics, original, previously unpublished manuscripts describing clinical investigations, clinical observations and clinically relevant laboratory investigations, as well as .perspectives containing personal viewpoints on topics with broad interests. Editorials are published by invitation only. Case reports are generally not considered. The Asia-Pacific Journal of Ophthalmology covers 16 subspecialties and is freely circulated among individual members of the APAO’s member societies, which amounts to a potential readership of over 50,000.