论文标题
对安全性的电子设计自动化的人工智能的调查和观点
A Survey and Perspective on Artificial Intelligence for Security-Aware Electronic Design Automation
论文作者
论文摘要
人工智能（AI）和机器学习（ML）技术已越来越多地用于改善性能和自动化水平。近年来，由于高性能计算的进步和数据尺寸的不断增加，这种用途已成倍增加。这样的领域之一就是硬件设计；特别是数字和模拟集成电路〜（ICS）的设计，其中AI/ ML技术已被广泛用于解决越来越多的设计复杂性，积极的上市时间以及越来越多的无处不在的互连设备（IOT）。但是，与IC设计有关的安全问题和问题被高度忽视。在本文中，我们总结了AL/ML中的最先进的电路设计/优化，安全性和工程挑战，对安全意识的CAD/EDA研究以及未来的研究方向以及使用AI/ML用于安全性了解的电路电路设计的研究方向和需求。
Artificial intelligence (AI) and machine learning (ML) techniques have been increasingly used in several fields to improve performance and the level of automation. In recent years, this use has exponentially increased due to the advancement of high-performance computing and the ever increasing size of data. One of such fields is that of hardware design; specifically the design of digital and analog integrated circuits~(ICs), where AI/ ML techniques have been extensively used to address ever-increasing design complexity, aggressive time-to-market, and the growing number of ubiquitous interconnected devices (IoT). However, the security concerns and issues related to IC design have been highly overlooked. In this paper, we summarize the state-of-the-art in AL/ML for circuit design/optimization, security and engineering challenges, research in security-aware CAD/EDA, and future research directions and needs for using AI/ML for security-aware circuit design.
