How tractable probabilistic inference can enable and support decision making in the real-world. With my very personal of iterated inference and exploratory predictive analysis. Invited talk at the PL and PIO groups at the MPI.
Navigating through the alphabet soup of probabilistic models and charting the spectrum of tractable inference. Introducing probabilistic circuits as a unifying framework for tractable probabilistic inference.