no code implementations • 7 Dec 2022 • Safinah Ali, Sohini Upadhyay, Gaurush Hiranandani, Elena L. Glassman, Oluwasanmi Koyejo
Specifically, we create a web-based ME interface and conduct a user study that elicits users' preferred metrics in a binary classification setting.
1 code implementation • 2 Feb 2021 • Andrew Slavin Ross, Nina Chen, Elisa Zhao Hang, Elena L. Glassman, Finale Doshi-Velez
On synthetic datasets, we find performance on this task much more reliably differentiates entangled and disentangled models than baseline approaches.
no code implementations • 22 Jan 2020 • Zana Buçinca, Phoebe Lin, Krzysztof Z. Gajos, Elena L. Glassman
The results of our experiments demonstrate that evaluations with proxy tasks did not predict the results of the evaluations with the actual decision-making tasks.