322 citations · 915 across the 42 of their papers we have counts for
4 papers · 1 filter
On component interactions in two-stage recommender systems
Jiri Hron, Karl Krauth, Michael I. Jordan +1
Thanks to their scalability, two-stage recommenders are used by many of today's largest online platforms, including YouTube, LinkedIn, and Pinterest. These systems produce recommen…
Beyond Predictions in Neural ODEs: Identification and Interventions
Hananeh Aliee, Fabian J. Theis, Niki Kilbertus
Spurred by tremendous success in pattern matching and prediction tasks, researchers increasingly resort to machine learning to aid original scientific discovery. Given large amount…
Instrumental Variable Estimation for Compositional Treatments
Elisabeth Ailer, Christian L. Müller, Niki Kilbertus
Many scientific datasets are compositional in nature. Important biological examples include species abundances in ecology, cell-type compositions derived from single-cell sequencin…
Beyond traditional assumptions in fair machine learning
Niki Kilbertus
This thesis scrutinizes common assumptions underlying traditional machine learning approaches to fairness in consequential decision making. After challenging the validity of these…