latent space

Hello, you have come here looking for the meaning of the word latent space. In DICTIOUS you will not only get to know all the dictionary meanings for the word latent space, but we will also tell you about its etymology, its characteristics and you will know how to say latent space in singular and plural. Everything you need to know about the word latent space you have here. The definition of the word latent space will help you to be more precise and correct when speaking or writing your texts. Knowing the definition oflatent space, as well as those of other words, enriches your vocabulary and provides you with more and better linguistic resources.

English

Noun

latent space (plural latent spaces)

  1. (machine learning) A multidimensional spatial representation of latent variables, where related concepts are positioned closer to one another.
    Synonym: embedding space
    • 2021, Valliappa Lakshmanan, Martin Görner, Ryan Gillard, Practical Machine Learning for Computer Vision, O'Reilly, →ISBN:
      If we truly want to use the decoder of an autoencoder-type structure to generate images, then we need to develop a way to organize or regularize the latent space.
    • 2022 September 13, Devin Coldewey, “A terrifying AI-generated woman is lurking in the abyss of latent space”, in TechCrunch‎, retrieved 2023-03-31:
      A chilling discovery by an AI researcher finds that the “latent space” comprising a deep learning model’s memory is haunted by least one horrifying figure — a bloody-faced woman now known as “Loab.”
    • 2023, Roshani Raut et al., editors, Generative Adversarial Networks and Deep Learning: Theory and Applications, CRC Press, →ISBN:
      As can be observed, the central idea of anomaly detection using GAN revolves around learning the latent space representation of data samples, which is then used to compute reconstruction losses to arrive at an anomaly score.

Further reading

Wikious
Boobota
Sagapedia