Individually Fair Rankings
A Bower, H Eftekhari, M Yurochkin, and Y Sun. ICLR 2021.
Preference Modeling with Context-Dependent Salient Features
A Bower and L Balzano. ICML 2020.
Training individually fair ML models with sensitive subspace robustness
M Yurochkin*, A Bower*, and Y Sun. ICLR 2020. Spotlight talk.
Debiasing Representations by Removing Unwanted Variation Due to Protected Attributes
A Bower*, L Niss*, Y Sun*, and A Vargo*. FAT-ML workshop at ICML 2018.
A Bower*, S Kitchen*, L Niss*, M Strauss*, A Vargo*, and S Venkatasubramanian*. FAT-ML workshop at KDD 2017.
* = equal contribution