436 citations · 1.4k across the 41 of their papers we have counts for
4 papers · 1 filter
When Does Non-Orthogonal Tensor Decomposition Have No Spurious Local Minima?
Maziar Sanjabi, Sina Baharlouei, Meisam Razaviyayn +1
We study the optimization problem for decomposing dimensional fourth-order Tensors with non-orthogonal components. We derive \textit{deterministic} conditions under which s…
Fair Resource Allocation in Federated Learning
Tian Li, Maziar Sanjabi, Ahmad Beirami +1
Federated learning involves training statistical models in massive, heterogeneous networks. Naively minimizing an aggregate loss function in such a network may disproportionately a…
Training generative networks using random discriminators
Babak Barazandeh, Meisam Razaviyayn, Maziar Sanjabi
In recent years, Generative Adversarial Networks (GANs) have drawn a lot of attentions for learning the underlying distribution of data in various applications. Despite their wide…
Solving a Class of Non-Convex Min-Max Games Using Iterative First Order Methods
Maher Nouiehed, Maziar Sanjabi, Tianjian Huang +2
Recent applications that arise in machine learning have surged significant interest in solving min-max saddle point games. This problem has been extensively studied in the convex-c…