Influence diagrams have recently been used to analyse the safety and fairness properties of
AI systems. A key building block for this analysis is a graphical criterion for value of …

Statistical inference is a powerful technique in various applications. Although many
statistical inference tools are available, answering inference queries involving complex …

Stochastic planning can be reduced to probabilistic inference in large discrete graphical
models, but hardness of inference requires approximation schemes to be used. In this paper …

Despite methodological advances for modeling decision problems under uncertainty,
representing endogenous uncertainty still proves challenging both in terms of modeling …