The Hausdorff Centre for Mathematics will hold a week on recent advances in MCMC in Bonn, Germany, March 30 – April 3, 2020. Preceded by two days of tutorials. (“These tutorials will introduce basic MCMC methods and mathematical tools for studying the convergence to the invariant measure.”) There is travel support available, but the application deadline is quite close, as of 30 September.
Note that, in a Spring of German conference, the SIAM Conference on Uncertainty Quantification will take place in Munich (Garching) the week before, on March 24-27. With at least one likelihood-free session. Not to mention the ABC in Grenoble workshop in France, on 19-20 March. (Although these places are not exactly nearby!)