SEP 4, 2026 · PREPRINT
Adaptive Gated Deepfake Detection for Low-Resolution and Resource-Constrained Environments
arXiv
Single-center technical validation of a novel machine learning architecture on benchmark datasets with surrogate endpoints (AUC); no clinical application, no peer review, and no independent external validation reported.
Reported
Primary endpoint (AUC on Celeb-DF)0.9370
AUC at 384 × 384 resolution0.9708