Pop-up ads experienced a remarkable climb in the late 1990s and early 2000s, initially offering a seemingly straightforward way for marketers to reach a large audience. Driven by their instant visibility, these intrusive boxes became ubiquitous across the internet , generating substantial income for publishers and vendors. However, user frustration

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