Lizzie Kumar

According to our database, Lizzie Kumar authored at least 5 papers between 2020 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

To Pool or Not To Pool: Analyzing the Regularizing Effects of Group-Fair Training on Shared Models.

Cyrus Cousins, I. Elizabeth Kumar, Suresh Venkatasubramanian

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

2022

The Fallacy of AI Functionality.

Inioluwa Deborah Raji, I. Elizabeth Kumar, Aaron Horowitz, Andrew D. Selbst

Proceedings of the FAccT '22: 2022 ACM Conference on Fairness, Accountability, and Transparency, Seoul, Republic of Korea, June 21, 2022

Equalizing Credit Opportunity in Algorithms: Aligning Algorithmic Fairness Research with U.S. Fair Lending Regulation.

I. Elizabeth Kumar, Keegan E. Hines, John P. Dickerson

Proceedings of the AIES '22: AAAI/ACM Conference on AI, Ethics, and Society, Oxford, United Kingdom, May 19, 2022

2021

Epistemic values in feature importance methods: Lessons from feminist epistemology.

Leif Hancox-Li, I. Elizabeth Kumar

Proceedings of the FAccT '21: 2021 ACM Conference on Fairness, 2021

2020

Problems with Shapley-value-based explanations as feature importance measures.

I. Elizabeth Kumar, Suresh Venkatasubramanian, Carlos Scheidegger, Sorelle A. Friedler

Proceedings of the 37th International Conference on Machine Learning, 2020