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benchmarkactivec-index-5981de76·1 events·first seen 26d ago

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Kaplan-Meier estimator Denoising Diffusion Probabilistic Models integrated Brier score Survival Diffusion Probabilistic Model (SDPM)Cox-Weibull model

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2arXiv · cs.AI·26d ago·source ↗

SDPM: Survival Diffusion Probabilistic Model for Continuous-Time Survival Analysis

The paper proposes SDPM, a generative model using denoising diffusion to estimate continuous-time survival (time-to-event) distributions without parametric hazard assumptions or time discretization. It is evaluated on ten real datasets against tree-based, boosting, and neural baselines, showing competitive C-index, AUC, and Brier score performance.

Kaplan-Meier estimator Denoising Diffusion Probabilistic Models integrated Brier score +3 more