Pop-up promotions experienced a remarkable ascension in the late 1990s and early 2000s, initially offering a seemingly straightforward way for marketers to reach a wide audience. Driven by their noticeable visibility, these intrusive displays became ubiquitous across the web , generating substantial revenue for publishers and vendors. However, user