3 papers
stat.ML2026
Fast Nonparametric Conditional Independence Testing via Two-Stage Regression
Eric V. Strobl
Constraint-based causal discovery relies on repeated conditional independence tests, but fast nonparametric tests often sacrifice calibration, especially when variables depend on t…
cs.LG2026
Global Interpretability via Automated Preprocessing: A Framework Inspired by Psychiatric Questionnaires
Eric V. Strobl
Psychiatric questionnaires are highly context sensitive and often only weakly predict subsequent symptom severity, which makes the prognostic relationship difficult to learn. Altho…
eess.IV2026
Extracting Root-Causal Brain Activity Driving Psychopathology from Resting State fMRI
Eric V. Strobl
Neuroimaging studies of psychiatric disorders often correlate imaging patterns with diagnostic labels or composite symptom scores, yielding diffuse associations that obscure underl…