2 papers
stat.ML2026
Path-specific harm decomposition: A partial identification framework
Ruizi Yan, Dennis Frauen, Maresa Schröder +1
A central goal when designing treatment policies is often to "do no harm", that is, to avoid interventions that improve average outcomes while worsening outcomes for some individua…
cs.LG2023
Causal Fairness under Unobserved Confounding: A Neural Sensitivity Framework
Maresa Schröder, Dennis Frauen, Stefan Feuerriegel
Fairness for machine learning predictions is widely required in practice for legal, ethical, and societal reasons. Existing work typically focuses on settings without unobserved co…