🛠️ Steven Gong

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May 06, 2025, 1 min read

Generative Model

Flow-Based Model

I believe CS294 teaches these.

Flow-based model learns invertible transformation between data and latent variables: x=f(z),p(x)=p(z)​det(∂x∂f−1​)​

Resources

  • https://lilianweng.github.io/posts/2018-10-13-flow-models/

Flow-based model vs. normalizing flow?

Normalizing Flow is the method.

Flow-based model is a model that uses this method.

Examples:

  • RealNVP
  • Glow
  • NICE

See Normalizing Flow for actual notes.

Graph View

Backlinks

  • Flow Matching
  • Generative Model
  • Normalizing Flow

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