3 citations · 5 across the 2 of their papers we have counts for
4 papers
Projection-Free Algorithms in Statistical Estimation
Yan Li, Chao Qu, Huan Xu
Frank-Wolfe algorithm (FW) and its variants have gained a surge of interests in machine learning community due to its projection-free property. Recently people have reduced the gra…
Communication-Efficient Projection-Free Algorithm for Distributed Optimization
Yan Li, Chao Qu, Huan Xu
Distributed optimization has gained a surge of interest in recent years. In this paper we propose a distributed projection free algorithm named Distributed Conditional Gradient Sli…
Non-convex Conditional Gradient Sliding
Chao Qu, Yan Li, Huan Xu
We investigate a projection free method, namely conditional gradient sliding on batched, stochastic and finite-sum non-convex problem. CGS is a smart combination of Nesterov's acce…
SAGA and Restricted Strong Convexity
Chao Qu, Yan Li, Huan Xu
SAGA is a fast incremental gradient method on the finite sum problem and its effectiveness has been tested on a vast of applications. In this paper, we analyze SAGA on a class of n…