I. Elizabeth Kumar

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 10

Top Topics

Feature Importance

Benchmark Datasets

Top Venues

Publications

Cyrus Cousins, I. Elizabeth Kumar, Suresh Venkatasubramanian
To Pool or Not To Pool: Analyzing the Regularizing Effects of Group-Fair Training on Shared Models. AISTATS (2024)
Cyrus Cousins, I. Elizabeth Kumar, Suresh Venkatasubramanian
To Pool or Not To Pool: Analyzing the Regularizing Effects of Group-Fair Training on Shared Models. CoRR (2024)
Inioluwa Deborah Raji, I. Elizabeth Kumar, Aaron Horowitz, Andrew D. Selbst
The Fallacy of AI Functionality. CoRR (2022)
I. Elizabeth Kumar, Keegan E. Hines, John P. Dickerson
Equalizing Credit Opportunity in Algorithms: Aligning Algorithmic Fairness Research with U.S. Fair Lending Regulation. AIES (2022)
I. Elizabeth Kumar, Keegan E. Hines, John P. Dickerson
Equalizing Credit Opportunity in Algorithms: Aligning Algorithmic Fairness Research with U.S. Fair Lending Regulation. CoRR (2022)
Inioluwa Deborah Raji, I. Elizabeth Kumar, Aaron Horowitz, Andrew D. Selbst
The Fallacy of AI Functionality. FAccT (2022)
Leif Hancox-Li, I. Elizabeth Kumar
Epistemic values in feature importance methods: Lessons from feminist epistemology. FAccT (2021)
Leif Hancox-Li, I. Elizabeth Kumar
Epistemic values in feature importance methods: Lessons from feminist epistemology. CoRR (2021)
I. Elizabeth Kumar, Suresh Venkatasubramanian, Carlos Scheidegger, Sorelle A. Friedler
Problems with Shapley-value-based explanations as feature importance measures. CoRR (2020)
I. Elizabeth Kumar, Suresh Venkatasubramanian, Carlos Scheidegger, Sorelle A. Friedler
Problems with Shapley-value-based explanations as feature importance measures. ICML (2020)