docs: add a JAX citations section, including Prodigy - #541
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PyAutoGalaxy's citations page had no JAX section at all, and files/citations.bib carried no jax, optax, nufftax, finufft or jax_zero_contour entries — so a user running the JAX path had nothing to cite, even though the NUFFTax and Jax-Zero-Contour sections already assumed those keys existed. Mirror PyAutoLens's JAX section and the entries it references, and add Prodigy (ICML 2024) for the learning-rate-free af.MultiStartProdigy search, cited alongside optax rather than instead of it since optax.contrib.prodigy is an implementation of a separately published method. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
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Adds the Prodigy citation for
af.MultiStartProdigy, and closes a gap found while doing so.The gap. PyAutoGalaxy's citations page had no
## JAXsection at all, andfiles/citations.bibcarried nojax,optax,nufftax,finufftorjax_zero_contourentries — even though the existing NUFFTax and Jax-Zero-Contour sections already refer to those keys. A user on the JAX path had nothing to cite.docs/general/citations.md— mirror PyAutoLens's## JAXsection, plus a Prodigy paragraph with its bibtex block and links.files/citations.bib— addjax,optax,prodigy, and thejax_zero_contour/nufftax/finufftentries the page already referenced (copied verbatim from PyAutoLens so the two stay consistent).Prodigy is cited alongside
optax, not instead of it:optax.contrib.prodigyis an implementation of a separately published method (Mishchenko & Defazio, ICML 2024, PMLR 235, 35779–35804).Pairs with PyAutoLabs/PyAutoLens#671. Docs only — no code paths touched.
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