38 citations · 81 across the 20 of their papers we have counts for
3 papers · 1 filter
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…
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…
Information-theoretic analysis of generalization capability of learning algorithms
Aolin Xu, Maxim Raginsky
We derive upper bounds on the generalization error of a learning algorithm in terms of the mutual information between its input and output. The bounds provide an information-theore…