29 citations · 46 across the 7 of their papers we have counts for
3 papers · 1 filter
Advances in Asynchronous Parallel and Distributed Optimization
Mahmoud Assran, Arda Aytekin, Hamid Feyzmahdavian +2
Motivated by large-scale optimization problems arising in the context of machine learning, there have been several advances in the study of asynchronous parallel and distributed op…
Application of Monte Carlo Tree Search in Periodic Schedule Design for Networked Control Systems
Burak Demirel, Arda Aytekin
We analyze the closed-loop control performance of a networked control system that consists of independent linear feedback control loops, sharing a communication network with $M…
A flexible framework for communication-efficient machine learning: from HPC to IoT
Sarit Khirirat, Sindri Magnússon, Arda Aytekin +1
With the increasing scale of machine learning tasks, it has become essential to reduce the communication between computing nodes. Early work on gradient compression focused on the…