Update URLs for TMLR publication

[han-xuejun]

Description

Type of Change

• New library item (publication/talk/report/patent)
• New collaboration
• New domain
• OSS catalog update
• Other

Checklist

Content Quality

• All external links are public and accessible (not behind authentication)
• No restricted, confidential, or internal-only information included
• Neutral, evidence-first tone (no marketing language)

For Library Items

• Required front matter fields are complete (title, year, type, venue, org_unit, domains, external_url, summary)
• external_url points to a public artifact (arXiv, DOI, video, patent page, etc.)
• Domain tags match existing domain slugs in _domains/

For Collaborations

• At least one public link is included
• Partner name is accurate
• Domain slug matches an existing domain

Anti AI-Washing

• No adjectives without artifacts (claims like "cutting-edge" must link to evidence)
• Organization unit is used, not individual names
• Summary is factual and describes what problem/approach/evidence

Related Links

[Copilot]

Pull request overview

Updates the library entry for the 2026 TMLR bandits publication by replacing placeholder “TBU” links with the final public OpenReview and GitHub URLs, aligning the item with the repository’s content-quality checklist.

Changes:

• Updated external_url to the OpenReview forum page for the paper.
• Updated code_url to the public GitHub repository for the implementation.
• Updated pdf_url to the OpenReview PDF link and removed the “To be published soon” note.

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