PCEvolve: Private Contrastive Evolution for Synthetic Dataset Generation via Few-Shot Private Data and Generative APIs

Jianqing Zhang; Yang Liu; Jie Fu; Yang Hua; Tianyuan Zou; Jian Cao; Qiang Yang

2025 ICML ICML 2025

PCEvolve: Private Contrastive Evolution for Synthetic Dataset Generation via Few-Shot Private Data and Generative APIs

Abstract

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🌉 Interdisciplinary Bridge - Artificial Intelligence and Computer Vision

Authors

Jianqing Zhang, Yang Liu, Jie Fu, Yang Hua, Tianyuan Zou, Jian Cao, Qiang Yang

Topics

Machine Learning > Optimization & Theory > Optimization Deep Learning > Models > Generative Models Computer Vision > Generation > Image Generation

Keywords

differential privacy exponential mechanism diffusion model contrastive relationships few-shot data generative apis

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