Search Results for author: Pradeep Kumar Ravikumar

Found 2 papers, 0 papers with code

Understanding Overfitting in Reweighting Algorithms for Worst-group Performance

no code implementations29 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.

Data Augmentation Fairness

Efficient Estimators for Heavy-Tailed Machine Learning

no code implementations1 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.

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