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cs.LG2026

Value-Monotonicity Matters: A Concordance Loss for Deep Survival Prediction

Meixu Chen, Kai Wang, Jing Wang

Deep survival models are evaluated almost exclusively by the concordance index (C-index), yet they are commonly trained using likelihood objectives such as the Cox partial likeliho…