A new paper on arXiv addresses the PAF inverse problem by determining if a preference relation exists to yield a specific labeling. The authors analyze four widely-used preference-based frameworks to enable better preference elicitation. This technical result helps developers improve explainability in automated reasoning systems. It remains a niche contribution to abstract argumentation.