Generative models · MLD-1299

Variational autoencoder

A latent-variable generative model trained using approximate posterior inference and a variational lower bound.

Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.

Original example

Generate data by decoding sampled latent variables.

Original caveat

A VAE differs from a deterministic reconstruction-only autoencoder.

Context and aliases

Level: Advanced. Stages: Architecture · Training · Inference.

Tags: DL · Generative AI · Vision.

Aliases: VAE.

Related concepts

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Original references

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