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Namrata Pandya

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#federated learning Review Open access Sep 2026

Differentially private federated learning for image analysis in smart-city surveillance

Federated learning combined with differential privacy offers a practical way to train image-analysis models on distributed camera and sensor networks. This combination is most often implemented through DP-SGD, and it avoids centralizing raw visual data. This mini review examines differentially private federated learnin...

Namrata Pandya, Dhrupa Mistry · 0 citations

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