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"NIPS Neural Information Processing Systems 8-11th December 2014, Montreal, Canada",,, "Paper ID:","557" "Title:","Mind the Nuisance: Gaussian Process Classification using Privileged Noise" Current Reviews First provide a summary of the paper, and then address the following criteria: Quality, clarity, originality and significance. Overview: -- The authors present a method for Gaussian process classification with privileged information (i.e. The privileges are encoded into the model as data-dependent modulation of the sigmoid slope in the GP likelihood. This GPC+ approach extends existing work that has been done for SVMs (cf. Detailed comments: -- Pros: This is a rather polished paper; it is easy to follow, provides sufficient background, and includes comparisons to existing methods.