A first benchmark for model misspecification

A guide on using the chambers as a testbed for SBI + model misspecification

Back in 2024 we used the chambers as a testbed for model misspecification in SBI, described in the paper [antoine]

Since then the benchmark has been used in a handful of other papers (see references).

This is a step-by-step guide on how to use the benchmark for your own work, using the open-source datasets in our dataset repository.

Problem setup

Task A: Light Tunnel

Loading the real observations

Running the simulators

Task B: Wind Tunnel

Loading the real observations

Running the simulators