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Watermarking can expose hidden vulnerabilities in audio deepfake detection systems, leading to significant performance drops that vary by dataset.
By fusing language model reasoning with diffusion-based trajectory generation, KnowDiffuser leapfrogs existing autonomous driving planners on the nuPlan benchmark.
