Fairness Beyond Binary Decisions: a Case Study on German Credit. - Deborah Dormah Kanubala; Isabel Valera; Kavya Gupta (EWAF, 2024)

Measuring Fairness in Financial Transaction Machine Learning Models. - Deniz Sezin Ayvaz; Lorenzo Belenguer; Hankun He; Deborah Dormah Kanubala; Mingxu Li; Soung Low; Carlos Mougan; Faithful Chiagoziem Onwuegbuche; Yulu Pi; Natalia Sikora; Dan Tran; Shresth Verma; et al. (CoRR, 2025)

A Causal Framework to Measure and Mitigate Non-binary Treatment Discrimination. - Ayan Majumdar; Deborah Dormah Kanubala; Kavya Gupta; Isabel Valera (CoRR, 2025)