On Fairness and Stability: Is Estimator Variance a Friend or a Foe? - Falaah Arif Khan; Denys Herasymuk; Julia Stoyanovich (CoRR, 2023)

Responsible Model Selection with Virny and VirnyView. - Denys Herasymuk; Falaah Arif Khan; Julia Stoyanovich (SIGMOD Conference Companion, 2024)

Still More Shades of Null: A Benchmark for Responsible Missing Value Imputation. - Falaah Arif Khan; Denys Herasymuk; Nazar Protsiv; Julia Stoyanovich (CoRR, 2024)

VirnyFlow: A Design Space for Responsible Model Development. - Denys Herasymuk; Nazar Protsiv; Julia Stoyanovich (CoRR, 2025)

Client Clustering Meets Knowledge Sharing: Enhancing Privacy and Robustness in Personalized Peer-to-Peer Learning. - Mohammad Mahdi Maheri; Denys Herasymuk; Hamed Haddadi (CoRR, 2025)