Pop-up advertisements experienced a remarkable climb in the late 1990s and early 2000s, initially offering a seemingly easy way for companies to reach a vast audience. Driven by their immediate visibility, these intrusive boxes became ubiquitous across the online world, generating substantial earnings for publishers and promoters . However, user di