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A Machine Learning Approach for DeepFake Detection. In Anais Estendidos da XXXV Conference on Graphics, Patterns and Images, outubro 24, 2022, Natal/RN, Brasil. SBC, Porto Alegre, Brasil, 110-113. DOI: https://doi.org/10.5753/sibgrapi.est.2022.23272.