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The loss function, not the architecture, is the primary driver of performance in deep learning for competing-risks survival analysis, with a cumulative incidence loss outperforming architectural improvements by a factor of two.
A foundation model now surpasses the Cox model on survival analysis, even for small clinical cohorts, by predicting survival curves in-context.