BayesFlow Validation & Calibration

The bayesflow-validation skill provides a robust framework for verifying the accuracy and calibration of BayesFlow neural posterior estimators. It enables developers to implement Simulation-Based Calibration (SBC) workflows, generate factorial condition grids for testing across the full design space, and calculate precise metrics such as C2ST and coverage error. By automating quality gates and providing diagnostic plotting tools, this skill ensures that Bayesian models are reliable, statistically sound, and ready for production-level inference tasks.

Key Features

Use Cases