no code implementations • 7 Jul 2023 • Ming Yang, Xiyuan Wei, Tianbao Yang, Yiming Ying
Then, we establish the compositional uniform stability results for two popular stochastic compositional gradient descent algorithms, namely SCGD and SCSC.
no code implementations • 18 Sep 2021 • Xiyuan Wei, Bin Gu, Heng Huang
The conditional gradient algorithm (also known as the Frank-Wolfe algorithm) has recently regained popularity in the machine learning community due to its projection-free property to solve constrained problems.