Screen-photo classifiers must distinguish a device back from its display
A proof-of-possession classifier should not infer “displayed on a screen” merely because a physical document touches a phone or camera hardware is visible. The prompt and policy should require evidence that the proof subject is on the display side—such as lit pixels, moiré, backl…