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Embedding watermarks in the latent space of neural codecs can drastically improve robustness, achieving up to 97.1% accuracy in challenging conditions.
A new dataset, SynSFX, reveals that existing audio deepfake detectors struggle with generalization to synthetic sound effects, highlighting a critical gap in current research.
VADAOrchestra achieves verifiable and adaptable decision-making workflows by seamlessly integrating LLMs with symbolic reasoning, outperforming traditional systems in real-world applications.
Scam processes are more complex than previously thought, with multi-rail paths dominating and evolving community responses over time.
