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Behavioral prediction on PNC (10-fold cross-val)

0.14Internalizing (Int.) PCCNERVE
0.02560.05530.0850.1147May 13, 2026

Evaluation results

MethodLinks
NERVEProtocol=SSL pre-training + downstream KRR, Input=FC matrices2026.050.140.130.12
GraphMAEProtocol=SSL pre-training + downstream KRR, Input=FC matrices2026.050.090.080.09
BrainGNNProtocol=Supervised end-to-end, Input=FC matrices2026.050.080.040.06
BrainNetTFProtocol=Supervised end-to-end, Input=BOLD time series2026.050.080.070.05
BrainNetCNNProtocol=Supervised end-to-end, Input=FC matrices2026.050.070.080.05
GATEProtocol=SSL pre-training + downstream KRR, Input=BOLD time series2026.050.070.080.09
BrainGSLsProtocol=SSL pre-training + downstream KRR, Input=FC matrices2026.050.050.080.04
BrainMassProtocol=SSL pre-training + downstream KRR, Input=FC matrices2026.050.030.090.1