The talk focussed on two issues. The first was the synthesis of a set of constraints that hold in tabular data (say a set of excel tables). The second was concerned with the use of hybrid probabilistic programs in dynamic domains and its applications in simple robotics and planning settings.
More details on our probabilistic programming language Problog can be found at https://dtai.cs.kuleuven.be/problog/.