The proliferation of deepfakes poses a serious threat to trust in the digital age. These synthetic media, capable of forging realistic representations of individuals, can be exploited for nefarious purposes such as propaganda. To combat this growing menace, researchers are constantly developing innovative deepfake detection algorithms. These algori