3 papers
cs.LO2023
"Would life be more interesting if I were in AI?" Answering Counterfactuals based on Probabilistic Inductive Logic Programming
Kilian Rückschloß, Felix Weitkämper
Probabilistic logic programs are logic programs where some facts hold with a specified probability. Here, we investigate these programs with a causal framework that allows counterf…
cs.LO2023
On the Independencies Hidden in the Structure of a Probabilistic Logic Program
Kilian Rückschloß, Felix Weitkämper
Pearl and Verma developed d-separation as a widely used graphical criterion to reason about the conditional independencies that are implied by the causal structure of a Bayesian ne…
cs.AI2023
"What if?" in Probabilistic Logic Programming
Rafael Kiesel, Kilian Rückschloß, Felix Weitkämper
A ProbLog program is a logic program with facts that only hold with a specified probability. In this contribution we extend this ProbLog language by the ability to answer "What if"…