259 citations · 472 across the 28 of their papers we have counts for
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cs.PF2017
Cost-Performance Tradeoffs in Fusing Unreliable Computational Units
Mehmet A. Donmez, Maxim Raginsky, Andrew C. Singer +1
We investigate fusing several unreliable computational units that perform the same task. We model an unreliable computational outcome as an additive perturbation to its error-free…
cs.LG2017
EE-Grad: Exploration and Exploitation for Cost-Efficient Mini-Batch SGD
Mehmet A. Donmez, Maxim Raginsky, Andrew C. Singer
We present a generic framework for trading off fidelity and cost in computing stochastic gradients when the costs of acquiring stochastic gradients of different quality are not kno…