Pop-up ads experienced a remarkable climb in the late 1990s and early 2000s, initially offering a seemingly simple way for marketers to reach a large audience. Driven by their instant visibility, these intrusive boxes became ubiquitous across the web , generating substantial earnings for publishers and promoters . However, user annoyance rapidly gr

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