What Makes a Good Toy Example for Diffusion Models?

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Blog title

What Makes a Good Toy Example for Diffusion Models?

Canonical URL

https://diffusiontoy.github.io/

Are you the author?

Yes, I wrote this post

Author / Lab / Organization

Liangyu Yuan, Yufei Huang

Source name

No response

Suggested BlogrXiv category

Visual Generation

Suggested tags

Diffusion model, Toy example.

Short summary

Toy example is an important toys for illustrating intuitions of algorithms in generative modeling. However toy example itself might contains inductive bias by researchers.

Why is this technically valuable?

There's no novel methods in here, only some guidance and training tricks in diffusion based models, in the 2d toy setting, but the introduced toy example itself is interesting and might reflect something in the real image-based generation.

Related paper / code, optional

https://arxiv.org/abs/2603.20584

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