72 citations · 107 across the 15 of their papers we have counts for
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cs.LG2021★ 2 cited
Top-label calibration and multiclass-to-binary reductions
Chirag Gupta, Aaditya Ramdas
A multiclass classifier is said to be top-label calibrated if the reported probability for the predicted class -- the top-label -- is calibrated, conditioned on the top-label. This…
stat.ME2021★ 6 cited
Distribution-free calibration guarantees for histogram binning without sample splitting
Chirag Gupta, Aaditya K. Ramdas
We prove calibration guarantees for the popular histogram binning (also called uniform-mass binning) method of Zadrozny and Elkan [2001]. Histogram binning has displayed strong pra…
cs.LG2021★ 1 cited
Modern Machine and Deep Learning Systems as a way to achieve Man-Computer Symbiosis
Chirag Gupta
Man-Computer Symbiosis (MCS) was originally envisioned by the famous computer pioneer J.C.R. Licklider in 1960, as a logical evolution of the then inchoate relationship between com…