diff --git a/sbi/inference/posteriors/mcmc_posterior.py b/sbi/inference/posteriors/mcmc_posterior.py
index 64327d3aa..6180041cd 100644
--- a/sbi/inference/posteriors/mcmc_posterior.py
+++ b/sbi/inference/posteriors/mcmc_posterior.py
@@ -21,7 +21,7 @@
 
 from sbi.inference.posteriors.base_posterior import NeuralPotentialPosterior
 from sbi.inference.potentials.base_potential import BasePotential
-from sbi.neural_nets.density_estimators.shape_handling import reshape_to_batch_event
+from sbi.neural_nets.estimators.shape_handling import reshape_to_batch_event
 from sbi.samplers.mcmc import (
     IterateParameters,
     PyMCSampler,