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Continuous and discrete-time survival prediction with neural networks.Lifetime Data Analysis, 27(4):710–736, October 2021

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KAPLAN: Kolmogorov-Arnold Prognostic Learnable Activation Networks for Survival Analysis

stat.ML · 2026-05-21 · unverdicted · novelty 6.0 · 2 refs

KAPLAN-HR applies B-spline KANs to nonparametric hazard estimation in survival analysis, recovering GAMs in the single-layer case, capturing interactions via deeper layers, with convergence rates independent of covariate dimension for KAN-representable targets, and competitive performance on six cli

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  • KAPLAN: Kolmogorov-Arnold Prognostic Learnable Activation Networks for Survival Analysis stat.ML · 2026-05-21 · unverdicted · none · ref 51 · 2 links

    KAPLAN-HR applies B-spline KANs to nonparametric hazard estimation in survival analysis, recovering GAMs in the single-layer case, capturing interactions via deeper layers, with convergence rates independent of covariate dimension for KAN-representable targets, and competitive performance on six cli