ModalFidelity: Routing Modalities for Deepfake Detection on a Budget
ModalFidelity is a lightweight router designed to detect deepfakes by intelligently choosing which data streams (audio or image) to analyze under a strict compute budget before running full detectors. It solves the problem of sparse evidence by deciding where to look efficiently, leading to better detection accuracy and lower computational cost.