21 citations · 31 across the 4 of their papers we have counts for
4 papers
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…
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…
Bribery in Rating Systems: A Game-Theoretic Perspective
Xin Zhou, Shigeo Matsubara, Yuan Liu +1
Rating systems play a vital role in the exponential growth of service-oriented markets. As highly rated online services usually receive substantial revenue in the markets, maliciou…
A Survey of Incentives and Mechanism Design for Human Computation Systems
Yuan Liu, Chunyan Miao
Human computation systems (HCSs) have been widely adopted in various domains. Their goal is to harness human intelligence to solve computational problems that are beyond the capabi…