no code implementations • 29 Sep 2021 • Runtian Zhai, Chen Dan, J Zico Kolter, Pradeep Kumar Ravikumar
Prior work has proposed various reweighting algorithms to improve the worst-group performance of machine learning models for fairness.
no code implementations • 1 Jan 2021 • Vishwak Srinivasan, Adarsh Prasad, Sivaraman Balakrishnan, Pradeep Kumar Ravikumar
A dramatic improvement in data collection technologies has aided in procuring massive amounts of unstructured and heterogeneous datasets.