41 citations · 69 across the 9 of their papers we have counts for
4 papers · 1 filter
Deep Learning is Singular, and That's Good
Daniel Murfet, Susan Wei, Mingming Gong +3
In singular models, the optimal set of parameters forms an analytic set with singularities and classical statistical inference cannot be applied to such models. This is significant…
The Fairness-Accuracy Pareto Front
Susan Wei, Marc Niethammer
Algorithmic fairness seeks to identify and correct sources of bias in machine learning algorithms. Confoundingly, ensuring fairness often comes at the cost of accuracy. We provide…
Automating the assessment of biofouling in images using expert agreement as a gold standard
Nathaniel J. Bloomfield, Susan Wei, Bartholomew Woodham +2
Biofouling is the accumulation of organisms on surfaces immersed in water. It is of particular concern to the international shipping industry because it increases fuel costs and pr…
A Shooting Formulation of Deep Learning
François-Xavier Vialard, Roland Kwitt, Susan Wei +1
Continuous-depth neural networks can be viewed as deep limits of discrete neural networks whose dynamics resemble a discretization of an ordinary differential equation (ODE). Altho…