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Author

Hai-Bo Hu

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Open access Jul 2026

Privacy-Preserving GAN for Synthetic Data against Membership Inference Attack

Experimental results demonstrate that PPGM-GAN outperforms state-of-the-art privacy-preserving generative models, producing high-utility synthetic data under the same privacy constraints.

Guizhang Cui, Guowei Wu, Lin Yao et al. · 0 citations
Aug 2026

FDT-PC: Enhancing Adversarial Transferability through Frequency Domain Transformation and Perceptual Constraints

FDT-PC (Frequency Domain Transformation with Perceptual Constraints), a novel method that enhances adversarial transferability across different model architectures, is proposed, which achieves superior black-box attack performance on both CNNs and Vision Transformers, outperforming existing state-of-the-art input trans...

Bo Li, Li Tang, Xin Jin et al. · 0 citations

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