Semi-knockoffs — reproduction

arXiv:2601.23124v1 · OpenReview Xf9hJMGwDd · authors' code AngelReyero/loss_based_KO

ClaimSubjectHeadline
1Valid p-values, no train–test splittype-I 0.017 at α=0.05
2FDR control at level qFDR 0.159 ± 0.024 ≤ 0.2
3Null-feature optimisation stabilityn−0.654, R²=0.996
4Double robustness, compound raten−0.891, R²=0.981
5Higher power than HRT + derandomisationbeats HRT 6/6 cells
6Model-agnostic on Wisconsin Breast Cancertype-I ≤ 0.067 across RF/NN/GB