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arXiv cs.AI·

A Simplex Witness Certificate for Constant Collapse in Variational Autoencoders

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In three linesTheoretical paper on constant collapse in variational autoencoders, where the encoder mean becomes input-independent. Authors introduce a simplex witness certificate to detect and prevent this failure mode during training, with exact baseline and closed-form inverse.
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