58 citations · 76 across the 6 of their papers we have counts for
3 papers · 1 filter
Simplicity Creates Inequity: Implications for Fairness, Stereotypes, and Interpretability
Jon Kleinberg, Sendhil Mullainathan
Algorithms are increasingly used to aid, or in some cases supplant, human decision-making, particularly for decisions that hinge on predictions. As a result, two additional feature…
Direct Uncertainty Prediction for Medical Second Opinions
Maithra Raghu, Katy Blumer, Rory Sayres +4
The issue of disagreements amongst human experts is a ubiquitous one in both machine learning and medicine. In medicine, this often corresponds to doctor disagreements on a patient…
The Theory is Predictive, but is it Complete? An Application to Human Perception of Randomness
Jon Kleinberg, Annie Liang, Sendhil Mullainathan
When we test a theory using data, it is common to focus on correctness: do the predictions of the theory match what we see in the data? But we also care about completeness: how muc…