125 citations · 272 across the 13 of their papers we have counts for
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cs.LG2016★ 2 cited
Regret Bounds for Non-decomposable Metrics with Missing Labels
Prateek Jain, Nagarajan Natarajan
We consider the problem of recommending relevant labels (items) for a given data point (user). In particular, we are interested in the practically important setting where the evalu…
cs.LG2016★ 22 cited
Learning from Binary Labels with Instance-Dependent Corruption
Aditya Krishna Menon, Brendan van Rooyen, Nagarajan Natarajan
Suppose we have a sample of instances paired with binary labels corrupted by arbitrary instance- and label-dependent noise. With sufficiently many such samples, can we optimally cl…