A new paper on arXiv addresses the PAF inverse problem by determining if a preference relation can produce a specific labeling. This approach targets preference elicitation and explainability within argumentation frameworks. The researchers analyze four widely-used preference-based systems. Practitioners can now verify if desired outcomes are achievable through specific argument preferences.