recognizing the rise of social media platforms like as, platforms like such as Kuaishou aimed at short-form video content have users. As these platform for content sharing content creation and dissemination, a large community of users, it also opened the door for various commercial opportunities. One among them, is the engagement enhancement services, such as buying fake likes and shares. However these of these services often attract considerable attention due their promise to quickly boost a video or its popularity and visibility among the target target audience.