A DP pipeline that clusters CLIP embeddings, privately fits a Gaussian mixture model, and samples new embeddings achieves SOTA private classification on CIFAR-10 and CAMELYON17.
Unsupervised Deep Embedding for Clustering Analysis
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Private Training & Data Generation by Clustering Embeddings
A DP pipeline that clusters CLIP embeddings, privately fits a Gaussian mixture model, and samples new embeddings achieves SOTA private classification on CIFAR-10 and CAMELYON17.