158 citations · 210 across the 3 of their papers we have counts for
3 papers
Unifying distillation and privileged information
David Lopez-Paz, Léon Bottou, Bernhard Schölkopf +1
Distillation (Hinton et al., 2015) and privileged information (Vapnik & Izmailov, 2015) are two techniques that enable machines to learn from other machines. This paper unifies the…
Constructive Setting of the Density Ratio Estimation Problem and its Rigorous Solution
Vladimir Vapnik, Igor Braga, Rauf Izmailov
We introduce a general constructive setting of the density ratio estimation problem as a solution of a (multidimensional) integral equation. In this equation, not only its right ha…
Learning by Transduction
Alex Gammerman, Volodya Vovk, Vladimir Vapnik
We describe a method for predicting a classification of an object given classifications of the objects in the training set, assuming that the pairs object/classification are genera…