SYSTEM AND METHOD FOR HOMOMORPHIC COMPRESSION

Abstract: compressing and restoring data utilizing a variational autoencoder to enable homomorphic compression techniques. input data is compressed into a latent space using an encoder network of a variational autoencoder. homomorphic operations are performed on the compressed data in the latent space. the latent space compressed data is decompressed using a decoder network of the variational autoencoder. the homomorphic operations can enable performing operations while the data is in a compressed form, and preserving results of those operations while the data is in a decompressed form.

Inventor(s): Brian Galvin

CPC Classification: G06N3/0455 (Auto-encoder networks; Encoder-decoder networks)

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