Update README.md

[gaodan-fang]

Summary by CodeRabbit

• Documentation
  • Updated README badges to use reference-style Markdown links for better formatting and maintainability.

[coderabbitai]

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ℹ️ Review info

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 6c786359-c5fb-416f-a2f3-9394b9df1c35

📥 Commits

Reviewing files that changed from the base of the PR and between e79558b and 41f7e9b.

📒 Files selected for processing (1)

• README.md

📝 Walkthrough

Walkthrough

Updated README.md badges to use reference-style Markdown links for the Python badge (pointing to https://www.python.org/) and arXiv badge (pointing to the PDF at https://arxiv.org/pdf/2603.10600). Changed badge markup format while removing trailing whitespace.

Changes

Cohort / File(s)	Summary
Documentation README.md	Updated badge markdown syntax from standalone lines to reference-style link format for Python and arXiv badges.

Estimated code review effort

🎯 1 (Trivial) | ⏱️ ~2 minutes

Possibly related PRs

• Update README.md #113: Modifies README header and badge presentation with markup changes.

Suggested reviewers

• illeatmyhat
• vinodmut

Poem

🐰✨ Badges sparkle in reference style,
Links now nested, clean and tidy,
README hops with markdown grace,
Python and arXiv find their place,
A little tweak, a rabbit's smile! 🎀

🚥 Pre-merge checks | ✅ 2 | ❌ 1

❌ Failed checks (1 inconclusive)

Check name	Status	Explanation	Resolution
Title check	❓ Inconclusive	The title is vague and generic, providing no meaningful information about what was updated in the README.	Revise the title to be more specific, such as 'Update README badges to use reference-style Markdown links' or 'Convert README badges to reference-style links'.

✅ Passed checks (2 passed)

Check name	Status	Explanation
Description Check	✅ Passed	Check skipped - CodeRabbit’s high-level summary is enabled.
Docstring Coverage	✅ Passed	No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.

_{✏️ Tip: You can configure your own custom pre-merge checks in the settings.}

✨ Finishing Touches

🧪 Generate unit tests (beta)

• Create PR with unit tests
• Commit unit tests in branch gaodan-fang-patch-1

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[coderabbitai]

Actionable comments posted: 1

🤖 Prompt for all review comments with AI agents

Verify each finding against the current code and only fix it if needed.

Inline comments:
In `@README.md`:
- Around line 5-7: The three badge lines use invalid Markdown like
"![Python][https://...](https://...)" and won't render as clickable images;
replace each with the nested image-link form by making the image markup point to
the shields.io badge URL and wrapping it in a link to the target page (e.g.,
change the Python badge to [![Python
3.12+](https://img.shields.io/badge/python-3.12%2B-blue)](https://www.python.org/)
and do the same pattern for the Status and arXiv badges) so the badges render
and are clickable.

🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

• Push a commit to this branch (recommended)
• Create a new PR with the fixes

---

ℹ️ Review info

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: bf62b7dc-77ba-457d-af0f-f99ab1e73104

📥 Commits

Reviewing files that changed from the base of the PR and between 805886a and e79558b.

📒 Files selected for processing (1)

• README.md