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ResearchFormerly WizWand

Survival Analysis on Synthetic Weibull Distribution

0.0127L1 Error of Survival Function ($S^\wedge$)DeSurv
0.0117920.0179210.024050.030179May 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)=5.9509 ± 0.66912026.050.01270.19740.0295
QSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=5.7566 ± 0.42972026.050.01330.18940.0282
SODENArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=124.1380 ± 17.28152026.050.01390.18870.0272
CoxTimeArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=6.6068 ± 0.51262026.050.01440.23720.1182
NnetSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=2.4946 ± 0.44452026.050.02360.50650.2383
CoxCCArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=5.0815 ± 0.40882026.050.02680.74860.1576
MDNArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=3.6100 ± 0.50232026.050.03540.51370.0644