Hiroshi Esaki

zk-PoT: Zero-Knowledge Proof of Traffic for Privacy Enabled Cooperative Perception

2022 · arXiv (Cornell University)

Cooperative perception is an essential and widely discussed application of connected automated vehicles. However, the authenticity of perception data is not ensured, because the vehicles cannot independently verify the event they did not see. Many …

WAFL-GAN: Wireless Ad Hoc Federated Learning for Distributed Generative Adversarial Networks

2023

Diverse images are needed to train Generative Adversarial Network (GAN) with diverse image output, but privacy is a major issue. To protect privacy, federated learning has been proposed, but in conventional federated learning, the parameter …