Flow-based generative model: Difference between revisions

Revision as of 16:13, 10 June 2025

Revision as of 16:17, 10 June 2025

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\end{bmatrix}

</math>.

To define <math>U</math>, the differential volume element at the transformation input, <math>\mathbf p\in\Delta^{n-1}</math>, we start with a rectangle in <math>\tilde\mathbf p</math>-space, having (signed) differential side-lengths, <math>dp_1, \dots, dp_{n-1}</math> from which we form the square diagonal matrix <math>\mathbf D</math>, the columns of which span the rectangle. At very small scale, we get <math>U=fe(\mathbf D)=/\mathbf{ED}\!/</math>, with:

[[File:Simplex measure pullback.svg|frame|right|For the 1-simplex (blue) embedded in <math>\R^2</math>, when we pull back [[Lebesgue measure]] from [[tangent space]] (coinciding with the simplex), via the embedding <math>p_1\mapsto(p_1,1-p_1)</math>, with Jacobian <math>\mathbf E=\begin{bmatrix}1&-1\end{bmatrix}'</math>, a scaling factor of <math>\sqrt{\mathbf E'\mathbf E}=\sqrt2</math> results.]]

:<math>\operatorname{volume}(U) = \sqrt{\left|\operatorname{det}(\mathbf{DE}'\mathbf{ED})\right|}