audio deepfake detection 2catastrophic forgetting 1continual learning 1domain translation 1explainable AI 1fake speech detection 1lightweight CNN 1linear prediction 1robustness to post-processing 1
From the 2 of 3 linked papers with an AI index.
3 papers
cs.SD2026
Explainable-by-Design Audio Deepfake Detection via Wiener-Hopf Linear Prediction
Mattia Tamiazzo, Simone Milani, Massimo Iuliani +1
The paper introduces a lightweight, explainable audio deepfake detector that uses Wiener‑Hopf linear prediction combined with a 2D CNN, achieving competitive accuracy with lower co…
cs.CV2026
Traceback Translators Against Forgetting in Continual Fake Speech Detection
Enrico Gottardis, Mattia Tamiazzo, Simone Milani
The paper proposes a method that uses a domain‑translator network to map new fake‑speech data back into the feature space of an existing detector, allowing continual learning witho…
cs.CV2025
TeLL Me what you cant see
Saverio Cavasin, Pietro Biasetton, Mattia Tamiazzo +2
During criminal investigations, images of persons of interest directly influence the success of identification procedures. However, law enforcement agencies often face challenges r…