A new paper on arXiv addresses the PAF inverse problem by determining if a preference relation can produce a specific argument labelling. The researchers analyze four common preference-based frameworks to evaluate this possibility. This technical approach aids preference elicitation and explainability. Practitioners can now better map desired outcomes back to the underlying preference structures.