forgery

"Unlike prior single-paradigm approaches, which achieve <75% accuracy on out-of-distribution datasets, our method maintains 86.8% average accuracy across seven diverse test sets..."

"The findings indicate that while current generative models can simulate surface-level document aesthetics, they fail to reproduce structural and forensic authenticity."

"LogicLens addresses text-centric forgery analysis."

"The research focuses on "Code-in-the-Loop Forensics" for image forgery detection."

"The paper focuses on creating a benchmark for AV-LMMs."