18 citations · 32 across the 8 of their papers we have counts for
4 papers · 1 filter
Order Optimal One-Shot Distributed Learning
Arsalan Sharifnassab, Saber Salehkaleybar, S. Jamaloddin Golestani
We consider distributed statistical optimization in one-shot setting, where there are machines each observing i.i.d. samples. Based on its observed samples, each machine th…
Nonexpansive Piecewise Constant Hybrid Systems are Conservative
Arsalan Sharifnassab, John N. Tsitsiklis, S. Jamaloddin Golestani
Consider a partition of into finitely many polyhedral regions and associated drift vectors . We study ``hybrid'' dynamical systems whose trajectories have a…
When do Trajectories have Bounded Sensitivity to Cumulative Perturbations?
Arsalan Sharifnassab, S. Jamaloddin Golestani
We investigate sensitivity to cumulative perturbations for a few dynamical system classes of practical interest. A system is said to have bounded sensitivity to cumulative perturba…
One-Shot Federated Learning: Theoretical Limits and Algorithms to Achieve Them
Saber Salehkaleybar, Arsalan Sharifnassab, S. Jamaloddin Golestani
We consider distributed statistical optimization in one-shot setting, where there are machines each observing i.i.d. samples. Based on its observed samples, each machine se…