2 papers
cs.LG2025
Achieving Fairness with a Simple Ridge Penalty
Marco Scutari, Francesca Panero, Manuel Proissl
In this paper we present a general framework for estimating regression models subject to a user-defined level of fairness. We enforce fairness as a model selection step in which we…
cs.LG2025
Benchmarking Constraint-Based Bayesian Structure Learning Algorithms: Role of Network Topology
Radha Nagarajan, Marco Scutari
Modeling the associations between real world entities from their multivariate cross-sectional profiles can provide cues into the concerted working of these entities as a system. Se…