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Hessam Mahdavifar

3 accepted papers

2022

ApproxIFER: A Model-Agnostic Approach to Resilient and Robust Prediction Serving Systems

AAAI 2022technical

Due to the surge of cloud-assisted AI services, the problem of designing resilient prediction serving systems that can effectively cope with stragglers and minimize response delays has attracted much interest. The common approach for tackling this problem is replication which assigns the same predic…

2021

KO codes: inventing nonlinear encoding and decoding for reliable wireless communication via deep-learning

ICML 2021spotlight

Landmark codes underpin reliable physical layer communication, e.g., Reed-Muller, BCH, Convolution, Turbo, LDPC, and Polar codes: each is a linear code and represents a mathematical breakthrough. The impact on humanity is huge: each of these codes has been used in global wireless communication stand…