# Latent Manifold

> Source: https://sukruyusufkaya.com/en/glossary/latent-manifold
> Updated: 2026-05-13T21:01:04.962Z
> Type: glossary
> Category: derin-ogrenme
**TLDR:** The idea that meaningful low-dimensional structure of data is represented as a regular manifold in latent space.

<p>The concept of a latent manifold is based on the idea that high-dimensional observations often lie on a more regular, lower-dimensional structure. One of the main goals of autoencoders and generative models is to uncover that structure. A latent space that is smooth, continuous, and semantically organized improves both representation quality and generation quality. For this reason, manifold structure is a foundational conceptual framework in deep representation learning.</p>