Pop-up promotions experienced a remarkable surge in the late 1990s and early 2000s, initially offering a seemingly easy way for companies to reach a large audience. Driven by their noticeable visibility, these intrusive boxes became ubiquitous across the web , generating substantial revenue for publishers and promoters . However, user frustration r

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