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