The proliferation of deepfakes poses a serious threat to credibility in the digital age. These synthetic media, capable of forging realistic appearances of individuals, can be manipulated for nefarious purposes such as disinformation. To combat this growing menace, researchers are constantly developing sophisticated deepfake detection algorithms. T