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cs.LG2021
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…
cs.IT2021
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…