(DFF '25) 1st Deepfake Forensics Workshop: Detection, Attribution, Recognition, and Adversarial Challenges in the Era of AI-Generated Media







Sebastiano Battiato1, Mirko Casu1, Francesco Guarnera1, Luca Guarnera1, Giovanni Puglisi2, Orazio Pontorno1, Claudio Vittorio Ragaglia1, Zahid Akhtar3
1 Department of Mathematics and Computer Science, University of Catania, Italy
2 Department of Mathematics and Computer Science, University of Cagliari, Italy
3 Department of Electrical and Computer Engineering, State University of New York Polytechnic Institute Utica, New York, USA
sebastiano.battiato@unict.it, mirko.casu@phd.unict.it, francesco.guarnera@unict.it, luca.guarnera@unict.it, puglisi@unica.it, orazio.pontorno@phd.unict.it, claudio.ragaglia@phd.unict.it, akhtarz@sunypoly.edu

ACM International Conference on Multimedia (MM '25),









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ABSTRACT


The proliferation of generative models, particularly Generative Adversarial Networks (GANs) and Diffusion Models, has reshaped multimedia content creation. Alongside creative and commercial opportunities, they have introduced unprecedented risks through the production of highly realistic synthetic content, or deepfakes. These artifacts challenge visual and auditory trust, with major implications for media, security, politics, and law. This workshop provides a forum to examine deepfake technology from forensic, technical, legal, and social perspectives. It will bring together experts to advance robust and explainable detection methods, define benchmarking practices, and address ethical and regulatory frameworks. Topics include detection and attribution, adversarial countermeasures, multimodal analysis, model traceability, legal admissibility of synthetic content, as well as real-world deployment challenges and dataset creation.






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Cite:
@inproceedings{battiato2025dff,
   title={(DFF'25) 1st Deepfake Forensics Workshop: Detection, Attribution, Recognition, and Adversarial Challenges in the Era of AI-Generated Media},
   author={Battiato, Sebastiano and Casu, Mirko and Guarnera, Francesco and Guarnera, Luca and Puglisi, Giovanni and Pontorno, Orazio and Ragaglia, Claudio Vittorio and Akhtar, Zahid},
   booktitle={Proceedings of the 33rd ACM International Conference on Multimedia},
   pages={14317--14319},
   year={2025}
}





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