seabet betting platform title: Deep Neural Network Backdoor Attack and Defense
seabet betting platform Announcement Person: Liu Kang New York seabet betting platform, USA Doctor
seabet betting platform location: Comprehensive Laboratory Building of Railway Campus308Conference Room
seabet betting platform time:2021Year6month8Sunday (Tuesday) afternoon4:00
seabet betting platform Introduction:In recent years we have witnessed the wide use of deep learning (DL) techniques and the great success they have achieved in various application domains. State-of-the-art deep neural networks (seabet betting platform) have approached or even surpassed human performance in tasks such as computer vision, natural language processing, and autonomous driving, shedding light on the future of artificial intelligence.
However, the ever-improving performance of seabet betting platform does not come effortlessly; it demands efficient network architectures, large and high-quality datasets, and heavy computation resources. All these requirements could be the potential attack vectors for a would-be attacker. As seabet betting platform become more capable and emerge in various forms, so too do malicious entities. As we deploy seabet betting platform in more application domains, attackers have greater incentives to discover and exploit vulnerabilities for illicit gain.
In this talk, I will address challenges to the security and robustness of DL techniques and especially explore the threat of training-time backdooring attacks on seabet betting platform. I will provide case studies of backdooring attacks on seabet betting platform in various application domains, including general image classification, lithographic hotspot detection, and privacy preservation. I will first discuss backdooring attacks on discriminative seabet betting platform and extend the scope to generative models. I will also introduce mitigation solutions to nullify backdoors for seabet betting platform used in classification tasks.
Speaker introduction: Dr. Liu Kang Yu2021Obtained a PhD in electrical engineering from New York seabet betting platform in the United States,2016Obtained a master's degree in electrical and computer engineering from the seabet betting platform of Western Ontario, Canada，and2013Obtained a bachelor's degree in electronic information engineering from Central South seabet betting platform。He was in CanadaEvertz Microsystems Ltd. Served as software engineer in the company。His research interests include artificial intelligence security and privacy protection，and Electronic Design Automation。
