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Poster
Wed 9:00 A Reduction to Binary Approach for Debiasing Multiclass Datasets
Ibrahim Alabdulmohsin · Jessica Schrouff · Sanmi Koyejo
Poster
Thu 9:00 Hidden Progress in Deep Learning: SGD Learns Parities Near the Computational Limit
Boaz Barak · Benjamin Edelman · Surbhi Goel · Sham Kakade · Eran Malach · Cyril Zhang
Poster
Thu 14:00 Fairness Transferability Subject to Bounded Distribution Shift
Yatong Chen · Reilly Raab · Jialu Wang · Yang Liu
Poster
Fair Bayes-Optimal Classifiers Under Predictive Parity
Xianli Zeng · Edgar Dobriban · Guang Cheng
Poster
Thu 14:00 Are Two Heads the Same as One? Identifying Disparate Treatment in Fair Neural Networks
Michael Lohaus · Matthäus Kleindessner · Krishnaram Kenthapadi · Francesco Locatello · Chris Russell
Workshop
Conditional Demographic Parity Through Optimal Transport
Luhao Zhang · Mohsen Ghassemi · Ivan Brugere · Niccolo Dalmasso · Alan Mishler · Vamsi Potluru · Tucker Balch · Manuela Veloso
Workshop
Parity in predictive performance is neither necessary nor sufficient for fairness
Justin Engelmann · Miguel Bernabeu · Amos Storkey