Enhancing Robustness of Last Layer Two-Stage Fair Model Corrections. - Nathan Stromberg; Rohan Ayyagari; Sanmi Koyejo; Richard Nock; Lalitha Sankar (NeurIPS, 2024)

Robustness to Subpopulation Shift with Domain Label Noise via Regularized Annotation of Domains. - Nathan Stromberg; Rohan Ayyagari; Monica Welfert; Sanmi Koyejo; Lalitha Sankar (CoRR, 2024)

Label Noise Robustness for Domain-Agnostic Fair Corrections via Nearest Neighbors Label Spreading. - Nathan Stromberg; Rohan Ayyagari; Sanmi Koyejo; Richard Nock; Lalitha Sankar (CoRR, 2024)

For Robust Worst-Group Accuracy, Ignore Group Annotations. - Nathan Stromberg; Rohan Ayyagari; Monica Welfert; Sanmi Koyejo; Richard Nock; Lalitha Sankar (Trans. Mach. Learn. Res., 2024)