While existing specialized systems work well on their targeted manipulations, they are not designed to generalize to others. This is because they implicitly or explicitly leverage priors about their target manipulation to aid detection. For instance, a deepfake detector designed to identify falsified faces will fail to detect manipulations such as green-scre...