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ResearchFormerly WizWand

Survival Analysis on Synthetic Log-Normal Distribution

0.0152L1 Error (S^)DeSurv
0.014720.017960.02120.02444May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DeSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=8.7879 ± 6.46002026.050.01520.3427
QSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=8.0038 ± 4.63292026.050.0160.4205
SODENArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=243.5298 ± 117.47642026.050.01650.4213
CoxCCArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=5.8264 ± 2.22762026.050.01660.8253
CoxTimeArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=7.8568 ± 3.48912026.050.01660.6984
NnetSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=2.8560 ± 1.17572026.050.01990.4052
MDNArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=4.3230 ± 1.82992026.050.02721.028