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Major Depressive Disorder Detection on MDD

0.998ROC-AUCFM
0.456160.596830.73750.87817May 12, 2026

Evaluation results

MethodLinks
FMFoundation Model=CSBrain, Description=foundation model itself2026.050.998———
BrepFoundation Model=LaBraM, Description=representation-causal features (test-supported)2026.050.989—471.012
FMFoundation Model=CBraMod, Description=foundation model itself2026.050.987———
BencFoundation Model=CSBrain, Description=encoded features2026.050.986———
BencFoundation Model=CBraMod, Description=encoded features2026.050.986———
BencFoundation Model=LaBraM, Description=encoded features2026.050.986———
BallFoundation Model=CSBrain, Description=all 63 features2026.050.985———
BfamFoundation Model=CSBrain, Description=family-supported features2026.050.985———
BallFoundation Model=CBraMod, Description=all 63 features2026.050.985———
BrepFoundation Model=CBraMod, Description=representation-causal features (test-supported)2026.050.985—530.995
BfamFoundation Model=CBraMod, Description=family-supported features2026.050.985———
BallFoundation Model=LaBraM, Description=all 63 features2026.050.985———
BfamFoundation Model=LaBraM, Description=family-supported features2026.050.985———
BrepFoundation Model=CSBrain, Description=representation-causal features (test-supported)2026.050.984—370.974
FMFoundation Model=LaBraM, Description=foundation model itself2026.050.984———
B0Foundation Model=CSBrain, Description=minimal-spectrum baseline2026.050.981———
B0Foundation Model=CBraMod, Description=minimal-spectrum baseline2026.050.981———
B0Foundation Model=LaBraM, Description=minimal-spectrum baseline2026.050.981———
BrandFoundation Model=CBraMod, Description=same-dimension random-feature baseline2026.050.523———
BrandFoundation Model=LaBraM, Description=same-dimension random-feature baseline2026.050.516———
BrandFoundation Model=CSBrain, Description=same-dimension random-feature baseline2026.050.477———