Pop-up ads experienced a remarkable climb in the late 1990s and early 2000s, initially offering a seemingly simple way for companies to reach a wide audience. Driven by their noticeable visibility, these intrusive displays became ubiquitous across the internet , generating substantial income for publishers and advertisers . However, user annoyance

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