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Generative Representation Learning for Scalable Latent Tokenization

Baade, Alan et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognitionmachine-learning
We introduce an approach for self-supervised representation learning designed to be used as a tokenizer for generative modeling. Our objective supervises a representation loss by factorizing the pointwise mutual information of the data, which we estimate by taking information differences between con
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