Qi Lei

Communication-Efficient Asynchronous Stochastic Frank-Wolfe over Nuclear-norm Balls

2019 · arXiv (Cornell University)

Large-scale machine learning training suffers from two prior challenges, specifically for nuclear-norm constrained problems with distributed systems: the synchronization slowdown due to the straggling workers, and high communication costs. In this work, we propose an …