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National Taiwan University Taipei
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Masking spatiotemporal regions in 4D point cloud videos leads to more robust representations that outperform traditional reconstruction methods in downstream tasks.
Audio watermarks can now survive neural resynthesis, thanks to a latent space embedding technique that resists semantic compression by modern audio codecs.
Diffusion models aren't just good for generating synthetic data for robust training; their internal representations can be directly leveraged to boost adversarial robustness and disentangle features.