Added a paper to the research showcase page

[mkellerressel]

Added the paper "Discovering parametrizations of implied volatility with symbolic regression"

[github-actions]

Paper-image bot: docs/papers.yml changed but no images were added under docs/src/public/images/. If your entry references a local image filename, please add it (or use an absolute http(s) URL).

Paper-image bot results:

• Opened docs PR: Add paper images from PySR PR #1171 PySR_Docs#6
• Uploaded/resized images:
  • volatility_fits.png → https://raw.githubusercontent.com/MilesCranmer/PySR_Docs/bb95b0ebc690215be9fd3da4eec9b45716293d47/images/volatility_fits.png

I could not push changes back to the PR branch (likely a fork).
Maintainer options:

1. Merge the docs PR above, then update docs/papers.yml in this PR to set image: to the URL(s) above.
2. Remove the image file(s) from this PR (they don't need to live in PySR once hosted in PySR_Docs).

Paper-image bot results:

• Opened docs PR: Add paper images from PySR PR #1171 PySR_Docs#6
• Uploaded/resized images:
  • volatility_fits.png → https://raw.githubusercontent.com/MilesCranmer/PySR_Docs/3bb7da295c4ec34067b61286841bd4d44529ef22/images/volatility_fits.png

I could not push changes back to the PR branch (likely a fork).
Maintainer options:

1. Merge the docs PR above, then update docs/papers.yml in this PR to set image: to the URL(s) above.
2. Remove the image file(s) from this PR (they don't need to live in PySR once hosted in PySR_Docs).

Paper-image bot results:

• Opened docs PR: Add paper images from PySR PR #1171 PySR_Docs#6
• Uploaded/resized images:
  • volatility_fits.png → https://raw.githubusercontent.com/MilesCranmer/PySR_Docs/04c75c7fadb6269b7a038982bdc80abbd7bfb870/images/volatility_fits.png

I could not push changes back to the PR branch (likely a fork).
Maintainer options:

1. Merge the docs PR above, then update docs/papers.yml in this PR to set image: to the URL(s) above.
2. Remove the image file(s) from this PR (they don't need to live in PySR once hosted in PySR_Docs).

Paper-image bot results:

• Opened docs PR: Add paper images from PySR PR #1171 PySR_Docs#6
• Uploaded/resized images:
  • volatility_fits.png → https://raw.githubusercontent.com/MilesCranmer/PySR_Docs/29fc1b43ab0d9f07ce7356c6506414d19f43d55e/images/volatility_fits.png

I could not push changes back to the PR branch (likely a fork).
Maintainer options:

1. Merge the docs PR above, then update docs/papers.yml in this PR to set image: to the URL(s) above.
2. Remove the image file(s) from this PR (they don't need to live in PySR once hosted in PySR_Docs).

[MilesCranmer]

Thanks, cool paper! Could you please put your explainer image under docs/src/public/images/ rather than the top level?

[codecov]

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 94.25%. Comparing base (066e1d3) to head (ca5e179).

Additional details and impacted files

@@           Coverage Diff           @@
##           master    #1171   +/-   ##
=======================================
  Coverage   94.25%   94.25%           
=======================================
  Files          21       21           
  Lines        1687     1687           
=======================================
  Hits         1590     1590           
  Misses         97       97           

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[mkellerressel]

Thanks @MilesCranmer! I moved the image file from top level to docs/src/public/images/ as requested.

[MilesCranmer]

Hm. Seems there are some issues in the github action updating the image. Maybe permission issues in the forked repo.

@MilesCranmerBot could you please make a fresh PR from this PR, and then have it use the image link from MilesCranmer/PySR_Docs#6

[MilesCranmerBot]

Done — I made a fresh replacement PR here: #1172

• PR: Added a paper to the research showcase page #1172
• Commit: a2ca699
• Changed the paper entry to use the hosted image from PySR_Docs PR Sympy export #6 via a stable raw GitHub URL.
• I skipped tests since this is a docs-only YAML change.

This should avoid the fork/image-upload permission issue in #1171.

[MilesCranmer]

Thanks @mkellerressel! Merged it in the other PR