Pop-up ads experienced a remarkable ascension in the late 1990s and early 2000s, initially offering a seemingly simple way for businesses to reach a wide audience. Driven by their immediate visibility, these intrusive boxes became ubiquitous across the online world, generating substantial earnings for publishers and promoters . However, user frustr