Niki Kilbertus

Blind Justice: Fairness with Encrypted Sensitive Attributes

2018 · arXiv (Cornell University)

Recent work has explored how to train machine learning models which do not discriminate against any subgroup of the population as determined by sensitive attributes such as gender or race. To avoid disparate treatment, sensitive …

Learning Representations of Instruments for Partial Identification of Treatment Effects

2024 · arXiv (Cornell University)

Reliable estimation of treatment effects from observational data is important in many disciplines such as medicine. However, estimation is challenging when unconfoundedness as a standard assumption in the causal inference literature is violated. In this …