2 papers
cs.LG2019
A Communication Efficient Collaborative Learning Framework for Distributed Features
Yang Liu, Yan Kang, Xinwei Zhang +5
We introduce a collaborative learning framework allowing multiple parties having different sets of attributes about the same user to jointly build models without exposing their raw…
cs.CR2019
Secure and Efficient Federated Transfer Learning
Shreya Sharma, Xing Chaoping, Yang Liu +1
Machine Learning models require a vast amount of data for accurate training. In reality, most data is scattered across different organizations and cannot be easily integrated under…