报告题目:Securing AI Systems: from Development to Deployment
报告人:Prof. Yang Xiang,Swinburne University of Technology, Australia
时间:2024年12月10日(周二)上午9:30-10:30
地点:李文正楼4楼会议室
主办单位:东南大学网络空间安全学院
承办单位:江苏省网络空间安全学会数据安全专委会
报告摘要:
The rapid advancement of artificial intelligence (AI) systems has led to their integration into a multitude of applications, necessitating innovative security measures to safeguard these systems throughout their lifecycle. AI models, while highly accurate, are inherently vulnerable to a variety of sophisticated attacks, posing significant risks to their security and trustworthiness.
In this presentation, we will examine the comprehensive security challenges faced by AI systems from their development phase to deployment. We will delve into advanced defensive methods to detect and neutralize sophisticated backdoor attacks, which jeopardize the integrity of AI systems during development. Additionally, we will explore the vulnerabilities of video classification systems by introducing a novel adversarial attack, highlighting the threats to AI model availability during deployment. Furthermore, we will dissect the accountability of AI code generators from both development and deployment perspectives, providing valuable insights into ensuring accountability throughout the AI system lifecycle.
个人简介:
Professor Yang Xiang received his PhD in Computer Science from Deakin University, Australia. He is currently a full professor and the Dean of Digital Research, Swinburne University of Technology, Australia. In the past 20 years, he has been working in the broad area of Cybersecurity, which covers software, system, network, and application security. He has published more than 300 research papers in many international conferences and journals in Cybersecurity, such as ACM CCS, IEEE S&P, Usenix Security, NDSS, IEEE TDSC, and IEEE TIFS. He is the Editor-in-Chief of the SpringerBriefs on Cyber Security Systems and Networks. He serves as the Associate Editor of the ACM Computing Surveys. He served as the Associate Editor of IEEE Transactions on Dependable and Secure Computing, IEEE Internet of Things Journal, IEEE Transactions on Computers, and IEEE Transactions on Parallel and Distributed Systems. He is a current member of College of Experts (CoE) of the Australian Research Council (ARC). He is a Fellow of the IEEE.