RPOKin presents a novel methodology for embedding knowledge graphs, focusing on robustness and privacy preservation. In an era where knowledge graphs are increasingly utilized for diverse applications, ensuring both accuracy and data protection is paramount. Classic embedding methods often fall short in maintaining the integrity of sensitive inform