Bayesian neural networks increasingly sparsify their units with depth. - Mariia Vladimirova; Julyan Arbel; Pablo Mesejo (CoRR, 2018)

Understanding Priors in Bayesian Neural Networks at the Unit Level. - Mariia Vladimirova; Jakob Verbeek; Pablo Mesejo; Julyan Arbel (ICML, 2019)

Bayesian neural network unit priors and generalized Weibull-tail property. - Mariia Vladimirova; Julyan Arbel; Stéphane Girard (ACML, 2021)

A Primer on Bayesian Neural Networks: Review and Debates. - Julyan Arbel; Konstantinos Pitas; Mariia Vladimirova; Vincent Fortuin (CoRR, 2023)

Maximizing the Success Probability of Policy Allocations in Online Systems. - Artem Betlei; Mariia Vladimirova; Mehdi Sebbar; Nicolas Urien; Thibaud Rahier; Benjamin Heymann (AAAI, 2024)

FairJob: A Real-World Dataset for Fairness in Online Systems. - Mariia Vladimirova; Federico Pavone; Eustache Diemert (NeurIPS, 2024)