Pop-up promotions experienced a remarkable surge in the late 1990s and early 2000s, initially offering a seemingly simple way for businesses to reach a wide audience. Driven by their instant visibility, these intrusive displays became ubiquitous across the web , generating substantial income for publishers and advertisers . However, user annoyance