Publications

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Conference Papers


Synthesize Privacy-Preserving High-Resolution Images via Private Textual Intermediaries

Published in NeurIPS 2025, 2025

We propose SPTI, a training-free framework that shifts DP image synthesis from the image domain to the text domain, enabling high-resolution differentially private image generation with off-the-shelf models.

Recommended citation: Wang, H., Lin, Z., Yu, D., & Zhang, H. (2025). "Synthesize Privacy-Preserving High-Resolution Images via Private Textual Intermediaries." Advances in Neural Information Processing Systems (NeurIPS). 2025.
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