Search Results for author: Elena L. Glassman

Found 3 papers, 1 papers with code

Metric Elicitation; Moving from Theory to Practice

no code implementations7 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.

Classification

Evaluating the Interpretability of Generative Models by Interactive Reconstruction

1 code implementation2 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.

Disentanglement

Proxy Tasks and Subjective Measures Can Be Misleading in Evaluating Explainable AI Systems

no code implementations22 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.

Decision Making

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