3 papers
cs.LG2026
Data Bias Mitigation under Coverage Constraints & The Price of Fairness
Bruno Scarone, Alfredo Viola, Renée J. Miller
Machine learning models have been shown to exhibit discriminatory outcomes or degraded performance for individuals at the intersection of multiple sensitive attributes, such as rac…
cs.DM2025
Asymptotic analysis and efficient random sampling of directed ordered acyclic graphs
Martin Pépin, Alfredo Viola
Directed acyclic graphs (DAGs) are directed graphs in which there is no path from a vertex to itself. DAGs are an omnipresent data structure in computer science and the problem of…
cs.LG2025
A Principled Approach for Data Bias Mitigation
Bruno Scarone, Alfredo Viola, Renée J. Miller +1
The widespread use of machine learning and data-driven algorithms for decision making has been steadily increasing over many years. \emph{Bias} in the data can adversely affect thi…