170 citations · 527 across the 39 of their papers we have counts for
Showing 2024Show all
2 papers · 1 filter
math.NA2024
Stochastic Rounding 2.0, with a View towards Complexity Analysis
Petros Drineas, Ilse C. F. Ipsen
Stochastic Rounding is a probabilistic rounding mode that is surprisingly effective in large-scale computations and low-precision arithmetic. Its random nature promotes error cance…
cs.LG2024
Stochastic Rounding Implicitly Regularizes Tall-and-Thin Matrices
Gregory Dexter, Christos Boutsikas, Linkai Ma +2
Motivated by the popularity of stochastic rounding in the context of machine learning and the training of large-scale deep neural network models, we consider stochastic nearness ro…