Estimators

Estimators#

sbi.neural_nets.estimators.ConditionalDensityEstimator

Base class for conditional density estimators.

sbi.neural_nets.estimators.ConditionalScoreEstimator

Score matching for score-based generative models (e.g., denoising diffusion).

sbi.neural_nets.estimators.ConditionalVectorFieldEstimator

Base class for vector field estimators.

sbi.neural_nets.estimators.FlowMatchingEstimator

Rectified flow matching estimator class that estimates the conditional vector field, \(v(\theta_t, t; x_o) = \mathbb{E}[\theta_1 - \theta_0 | \theta_t, x_o = x_o]\)

sbi.neural_nets.estimators.MixedDensityEstimator

Class performing Mixed Neural Density Estimation.

sbi.neural_nets.ratio_estimators.RatioEstimator

Base class for ratio estimators.

sbi.neural_nets.estimators.UnconditionalDensityEstimator

Base class for unconditional density estimators.