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ResearchFormerly WizWand

Survival Analysis on Synthetic Log-Logistic Distribution

0.0144L1 Error (S^)DeSurv
0.0127080.0241290.035550.046971May 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)=5.0744 ± 0.65432026.050.01440.2279
SODENArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=131.3422 ± 13.73602026.050.0150.2358
QSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=5.7363 ± 0.60922026.050.01540.2305
CoxTimeArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=5.8667 ± 1.28682026.050.01570.2488
NnetSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=2.3401 ± 1.85952026.050.02090.3262
CoxCCArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=4.3939 ± 0.80872026.050.03560.6392
MDNArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=3.3814 ± 0.91352026.050.05670.4433