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cs.LG2026
A Comprehensive View of Fairness through Distributional Stability
Gayane Taturyan, Charlotte Laclau, Stephan Clémencon
We view fairness as a property of distributional stability. Rather than assessing a predictor under a fixed data distribution, we study how its predictions change under perturbatio…
cs.LG2026
Drop the mask! GAMM-A Taxonomy for Graph Attributes Missing Mechanisms
Richard Serrano, Baptiste Jeudy, Charlotte Laclau +1
Exploring missing data in attributed graphs introduces unique challenges beyond those found in tabular datasets. In this work, we extend the taxonomy for missing data mechanisms to…