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