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PRoVeFL achieves unprecedented efficiency in federated learning, improving runtime by up to 100x while ensuring robust privacy and verifiability.
A new dataset, SynSFX, reveals that existing audio deepfake detectors struggle with generalization to synthetic sound effects, highlighting a critical gap in current research.
