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Hi, it could be useful to include the option to predict remaining survival conditioned on known duration, as the lifelines library does. Alternatively, if that's the correct approach, perhaps something in the docs on how to calculate it oneself, such as dividing the survival curve by S(s) as explained here: https://lifelines.readthedocs.io/en/latest/Survival%20Regression.html#prediction-on-censored-subjects. I imagine that would be valid when using your SurvivalBoost model?