11 citations · 11 across the 9 of their papers we have counts for
3 papers · 1 filter
ApproxIFER: A Model-Agnostic Approach to Resilient and Robust Prediction Serving Systems
Mahdi Soleymani, Ramy E. Ali, Hessam Mahdavifar +1
Due to the surge of cloud-assisted AI services, the problem of designing resilient prediction serving systems that can effectively cope with stragglers/failures and minimize respon…
Coded Computing via Binary Linear Codes: Designs and Performance Limits
Mahdi Soleymani, Mohammad Vahid Jamali, Hessam Mahdavifar
We consider the problem of coded distributed computing where a large linear computational job, such as a matrix multiplication, is divided into smaller tasks, encoded using an…
List-Decodable Coded Computing: Breaking the Adversarial Toleration Barrier
Mahdi Soleymani, Ramy E. Ali, Hessam Mahdavifar +1
We consider the problem of coded computing, where a computational task is performed in a distributed fashion in the presence of adversarial workers. We propose techniques to break…