Adapting tabular foundation models with an MTLR survival head produces competitive or superior C-index scores on MIMIC-IV (0.856) and eICU (0.797) compared to DeepSurv and zero-shot baselines.
A time-dependent discrimination index for survival data.Statistics in Medicine, 24(24):3927–3944, December 2005
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Tabular Foundation Models for Clinical Survival Analysis via Survival-Aware Adaptation
Adapting tabular foundation models with an MTLR survival head produces competitive or superior C-index scores on MIMIC-IV (0.856) and eICU (0.797) compared to DeepSurv and zero-shot baselines.
- KAPLAN: Kolmogorov-Arnold Prognostic Learnable Activation Networks for Survival Analysis