21 citations · 29 across the 2 of their papers we have counts for
Showing cs.CRShow all
2 papers · 1 filter
cs.CR2020★ 8 cited
Proof of Learning (PoLe): Empowering Machine Learning with Consensus Building on Blockchains
Yixiao Lan, Yuan Liu, Boyang Li
The progress of deep learning (DL), especially the recent development of automatic design of networks, has brought unprecedented performance gains at heavy computational cost. On t…
cs.CR2020★ 21 cited
FedCoin: A Peer-to-Peer Payment System for Federated Learning
Yuan Liu, Shuai Sun, Zhengpeng Ai +3
Federated learning (FL) is an emerging collaborative machine learning method to train models on distributed datasets with privacy concerns. To properly incentivize data owners to c…