Can I read Privacy-Preserving Federated Diffusion Models on EtoBox?

Privacy-Preserving Federated Diffusion Models by Krishna Kumar Tiwari is a document available to read on EtoBox.

What is Privacy-Preserving Federated Diffusion Models about?

This document presents a privacy-preserving federated learning framework for generative diffusion models that enables collaborative training without sharing raw data. The method utilizes secure aggregation and differential privacy, achieving 92% FID similarity to centralized training while maintaining user privacy. The results demonstrate scalability across 50 clients with minimal performance drop, paving the way for decentralized generative AI applications.

Author

Krishna Kumar Tiwari

Language

EN