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cs.LG2025
Strategically Deceptive Model Deployment in Performative Prediction
Javier Sanguino Bautiste, Thomas Kehrenberg, Jose A. Lozano +1
Machine Learning systems are increasingly deployed in decision-making settings that shape user behavior and, in turn, the data on which future decisions are based. Performative Pre…
cs.LG2020
Null-sampling for Interpretable and Fair Representations
Thomas Kehrenberg, Myles Bartlett, Oliver Thomas +1
We propose to learn invariant representations, in the data domain, to achieve interpretability in algorithmic fairness. Invariance implies a selectivity for high level, relevant co…