most citedEnhanced Security with Encrypted Vision Transformer in Federated Learning

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cs.CR2024

Disposable-key-based image encryption for collaborative learning of Vision Transformer

Rei Aso, Sayaka Shiota, Hitoshi Kiya

We propose a novel method for securely training the vision transformer (ViT) with sensitive data shared from multiple clients similar to privacy-preserving federated learning. In t…

cs.CR2023★ 1 cited

Enhanced Security with Encrypted Vision Transformer in Federated Learning

Rei Aso, Sayaka Shiota, Hitoshi Kiya

Federated learning is a learning method for training models over multiple participants without directly sharing their raw data, and it has been expected to be a privacy protection…