25 citations · 26 across the 3 of their papers we have counts for
3 papers
Exploiting Stragglers in Distributed Computing Systems with Task Grouping
Tharindu Adikari, Haider Al-Lawati, Jason Lam +2
We consider the problem of stragglers in distributed computing systems. Stragglers, which are compute nodes that unpredictably slow down, often increase the completion times of tas…
Anytime Minibatch with Delayed Gradients
Haider Al-Lawati, Stark C. Draper
Distributed optimization is widely deployed in practice to solve a broad range of problems. In a typical asynchronous scheme, workers calculate gradients with respect to out-of-dat…
Anytime MiniBatch: Exploiting Stragglers in Online Distributed Optimization
Nuwan Ferdinand, Haider Al-Lawati, Stark C. Draper +1
Distributed optimization is vital in solving large-scale machine learning problems. A widely-shared feature of distributed optimization techniques is the requirement that all nodes…