Classifier Guidance Math

Why it matters

Classifier guidance introduced conditional diffusion. Historical understanding shapes CFG.

The architecture

Train classifier on noised images.

Sampling: add classifier gradient to noise prediction.

How it works end to end

Dhariwal + Nichol 2021 (Diffusion Beats GANs).

Classifier trained separately on noised.

Scale of gradient tunes fidelity.