docs: cite Prodigy separately from Optax - #671
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af.MultiStartProdigy is a learning-rate-free search that runs the Prodigy update rule through optax.contrib.prodigy. Prodigy is a published method in its own right, not part of Optax's own contribution, so a user running that search owes it a citation alongside optax rather than instead of it. Add the ICML 2024 entry under the key `prodigy` and say so in the JAX section of the citations page. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
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af.MultiStartProdigyruns the Prodigy update rule viaoptax.contrib.prodigy. Prodigy is a separately published method, not part of Optax's own contribution, so a user running that search owes it a citation alongsideoptaxrather than instead of it.files/citations.bib— add@inproceedings{prodigy}(Mishchenko & Defazio, ICML 2024, PMLR 235, 35779–35804), placed afteroptax.docs/general/citations.md— note it in the## JAXsection, with the bibtex block and links to the reference implementation and preprint.Cites the peer-reviewed ICML version rather than the arXiv preprint. Verified against
optax.contrib._prodigy, whose own module docstring names the paper.Docs only — no code paths touched.
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