113 citations · 214 across the 3 of their papers we have counts for
3 papers
math.OC2020★ 6 cited
Communication-Efficient Distributed SGD with Error-Feedback, Revisited
Tran Thi Phuong, Le Trieu Phong
We show that the convergence proof of a recent algorithm called dist-EF-SGD for distributed stochastic gradient descent with communication efficiency using error-feedback of Zheng…
cs.LG2019★ 95 cited
On the Convergence Proof of AMSGrad and a New Version
Tran Thi Phuong, Le Trieu Phong
The adaptive moment estimation algorithm Adam (Kingma and Ba) is a popular optimizer in the training of deep neural networks. However, Reddi et al. have recently shown that the con…
cs.LG2018★ 113 cited
Privacy-Preserving Deep Learning via Weight Transmission
Le Trieu Phong, Tran Thi Phuong
This paper considers the scenario that multiple data owners wish to apply a machine learning method over the combined dataset of all owners to obtain the best possible learning out…