Diffense: defense against backdoor attacks on deep neural networks with latent diffusion

• Main Authors: Hu, Bowen, Chang, Chip Hong
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2025
• Subjects: Engineering; Deep neural networks; AI security
• Online Access: https://hdl.handle.net/10356/181984
• Institution: Nanyang Technological University

As deep neural network (DNN) models are used in a wide variety of applications, their security has attracted considerable attention. Among the known security vulnerabilities, backdoor attacks have become the most notorious threat to users of pre-trained DNNs and machine learning services. Such attac...