Pop-up ads experienced a remarkable climb in the late 1990s and early 2000s, initially offering a seemingly easy way for businesses to reach a wide audience. Driven by their instant visibility, these intrusive boxes became ubiquitous across the online world, generating substantial income for publishers and vendors. However, user annoyance rapidly g