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…
stat.ML2019
Communication-Censored Distributed Stochastic Gradient Descent
Weiyu Li, Tianyi Chen, Liping Li +2
This paper develops a communication-efficient algorithm to solve the stochastic optimization problem defined over a distributed network, aiming at reducing the burdensome communica…