RPOKin presents a novel framework 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. Traditional embedding methods often face challenges in maintaining the integrity of sensitive