Sample-Size Extrapolation in Simulation-Based Inference via Statistical Scaling

Shiyi Sun, Lei Fang, Geoff K Nicholls

In simulation-based inference (SBI), neural posterior estimators trained on a bounded range of sample sizes can become inaccurate on larger datasets because their parameterizations…