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Backup discovery on Controlled-redundancy synthetic benchmark 40 independent trials n=100

0.9ROC-AUCCOAX
0.40080.53040.660.7896Jul 2, 2026

Evaluation results

MethodLinks
COAXConditioning state=conditional2026.070.9—
GIM-styleConditioning state=conditional2026.070.850.45
AtP⋆-style gradientConditioning state=clean2026.070.5110
first-order energyConditioning state=clean2026.070.4210