Qi-Lin Wu

Countering the Evolution of Forgery: Detecting Generative Handwriting Synthesis via Hybrid Architecture and Boundary-Aware Perturbation Learning

AI-generated handwriting poses a growing threat to cybersecurity. It enables anonymous synthetic scripts to bypass existing verification systems, potentially compromising legal, financial, and administrative workflows. However, detection remains challenging due to the extreme information sparsity and localized sub-pixe...