30397@AAAI

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#1 Risk Management in Image Generative Models through Model Fingerprinting [PDF] [Copy] [Kimi]

Author: Changhoon Kim

My doctoral research delves into the realm of generative model fingerprinting, aiming to assign responsibility for the generated images. I introduce frameworks that modify generative models to incorporate each user's distinct digital fingerprint. This ensures that every piece of generated content carries a traceable identifier linked to its originator. The primary objective of my research is to achieve optimal attribution accuracy while ensuring minimal compromise on the model's performance. Additionally, I present strategies designed to enhance robustness against common adversarial manipulations, which malicious users might employ to obscure or remove these fingerprints.