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cs.LG2025
A Unified Framework for Diffusion Model Unlearning with f-Divergence
Nicola Novello, Federico Fontana, Luigi Cinque +2
Most existing methods for concept unlearning in text-to-image diffusion models minimize a mean squared error (MSE) loss between the denoiser outputs conditioned on a target and an…
cs.LG2025★ 1 cited
Revisiting Deepfake Detection: Chronological Continual Learning and the Limits of Generalization
Federico Fontana, Anxhelo Diko, Romeo Lanzino +4
The rapid evolution of deepfake generation technologies poses critical challenges for detection systems, as non-continual learning methods demand frequent and expensive retraining.…