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M. Nikitina

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#machine learning Preprint Sep 2026

Spectral characteristics of autoencoder parameters as a vector representation of data

Experimental results suggest that the parameters of trained autoencoders can be viewed as sample representations, allowing for a high degree of accuracy in distinguishing between models trained on different data subsets, without resorting to complex vector generation algorithms or using the original samples.

M. Nikitina, Anton Bishuk, O. Bakhteev · 0 citations

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