Click deception is a pervasive problem in the digital world, costing businesses and advertisers billions of dollars annually. This insidious behavior involves generating fraudulent clicks on online advertisements, defrauding advertising systems for personal gain. Perpetrators employ various techniques, such as using automated software to click on