The proliferation of deepfakes poses a significant risk to our community, confusing the lines between reality and illusion. To combat this growing menace, researchers are developing sophisticated deepfake detection software that can unveil these forged media with increasing accuracy. These cutting-edge tools leverage deep neural networks to analyze