ResearchBenchmarksInstantaneous hazard estimation on Simulation Study Exponential (test)Instantaneous hazard estimation on Simulation Study Exponential (test)Follow0.033L1 ErrorSODEN0.0190.11350.2080.3025May 15, 2026Evaluation resultsMethodMethodLinksL1 ErrorSODENmechanism=Time-conditi...mechanism=Time-conditioned LoRA2026.050.033QSurvmechanism=Time-conditi...mechanism=Time-conditioned LoRA2026.050.0352DeSurvmechanism=Time-conditi...mechanism=Time-conditioned LoRA2026.050.0448MDN2026.050.0568CoxCC2026.050.1775CoxTimemechanism=Time-conditi...mechanism=Time-conditioned LoRA2026.050.1775NnetSurv2026.050.383