Biscotti: A blockchain system for private and secure federated learning

M Shayan, C Fung, CJM Yoon… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Federated Learning is the current state-of-the-art in supporting secure multi-party machine
learning (ML): data is maintained on the owner's device and the updates to the model are …

A light-weight blockchain architecture for v2v knowledge sharing at vehicular edges

S Islam, S Badsha, S Sengupta - 2020 IEEE International Smart …, 2020 - ieeexplore.ieee.org
Autonomous vehicles (AV) utilize various machine learning (ML) models for performing
tasks such as pedestrian detection, charging station prediction, routing path prediction …

Tools and techniques for privacy-aware, edge-centric distributed deep learning

Z Min, RE Canady, U Ghosh, AS Gokhale… - Proceedings of the …, 2020 - dl.acm.org
Training and inferencing phases of Deep Learning (DL) are compute-intensive that require
substantial amount of cloud-hosted resources. However, real-time needs of some edge …