5 citations · 7 across the 6 of their papers we have counts for
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cs.CR2024★ 1 cited
SoK: Watermarking for AI-Generated Content
Xuandong Zhao, Sam Gunn, Miranda Christ +11
As the outputs of generative AI (GenAI) techniques improve in quality, it becomes increasingly challenging to distinguish them from human-created content. Watermarking schemes are…
cs.CR2024★ 1 cited
Privacy Backdoors: Enhancing Membership Inference through Poisoning Pre-trained Models
Yuxin Wen, Leo Marchyok, Sanghyun Hong +3
It is commonplace to produce application-specific models by fine-tuning large pre-trained models using a small bespoke dataset. The widespread availability of foundation model chec…
cs.CR2024
Certified Robustness to Clean-Label Poisoning Using Diffusion Denoising
Sanghyun Hong, Nicholas Carlini, Alexey Kurakin
We present a certified defense to clean-label poisoning attacks under -norm. These attacks work by injecting a small number of poisoning samples (e.g., 1%) that contain bou…