UncertaintyΒΆ

Predictive-uncertainty wrappers around SignalModel-conforming nets: DeepEnsemble (member disagreement across independently initialized nets) and MCDropout (Monte Carlo Dropout kept active at inference). Both add predict_std on top of the usual fit/predict.

DeepEnsemble(factory[, n_members, seed])

Epistemic-uncertainty proxy from an ensemble of independent nets.

MCDropout(model[, n_samples, seed])

Epistemic-uncertainty proxy via Monte Carlo Dropout at inference.