My recollection (feel free to correct me) is that statistical survival models are (can be?) created as a series of logistic regressions, one for each of several forecast horizons. One could keep that same structure, substituting any classifier (induced decision tree; neural network, ...) which produces an estimated probability for those logistic regressions.