The DARPA Semantic Forensics Program (SemaFor) is developing semantic technologies for analysing media, including technologies that determine is multi-modal media assets have been generated or manipulated.
Some deepfake detection tools developed under the program are available via open source at https://semanticforensics.com/analytic-catalog