Slow and Stale Gradients Can Win the Race

Slow and Stale Gradients Can Win the Race: Error-Runtime Trade-offs in Distributed SGD

Distributed Stochastic Gradient Descent (SGD) when run in a synchronous manner, suffers from delays in waiting for the slowest learners (stragglers). Asynchronous methods can alleviate stragglers, but cause gradient staleness that can adversely affect convergence. In this work we present the first theoretical characterization of the speed-up offered by asynchronous methods by analyzing the trad...

Stochastic Gradient MCMC with Stale Gradients

Stochastic gradient MCMC (SG-MCMC) has played an important role in largescale Bayesian learning, with well-developed theoretical convergence properties. In such applications of SG-MCMC, it is becoming increasingly popular to employ distributed systems, where stochastic gradients are computed based on some outdated parameters, yielding what are termed stale gradients. While stale gradients could...

Comprehensive wound malodor management: Win the RACE.

Complex wounds that give off a foul odor are common in various patient care settings. Wound malodor has grave effects, both physical and psychological, and its management presents a serious challenge for caregivers. Multiple factors and processes involved in malodor production need to be considered in designing a comprehensive treatment plan described by the acronym RACE: removal of necrotic ti...

Integrating the Physiology, Mechanics and Behavior of Rapid Running Ghost Crabs: Slow and Steady Doesn't Always Win the Race

Vancomycin continuous infusion versus intermittent infusion during continuous venovenous hemofiltration: slow and steady may win the race

BACKGROUND Vancomycin during continuous venovenous hemofiltration (CVVH) is either administered by intermittent infusion (II) or continuous infusion (CI). In this patient population, the best method to rapidly achieve target serum concentrations of 15 mcg/ml to 25 mcg/ml remains to be elucidated. We hypothesized that CI would achieve a target serum level of 15 mcg/ml to 25 mcg/ml within 24 h of...