Worked on improving bibliographic data quality for the ml-research/ml-researchhub.io.git repository by addressing a citation error in the references.bib file. Focused on documentation and BibTeX, the work involved correcting a misspelled author name to enhance the accuracy and reliability of research citations. This targeted bug fix ensured that downstream research workflows relying on these references would maintain data integrity and traceability. No new user-facing features were introduced during this period, as the primary objective was to support auditability and maintain high standards for documentation. The contribution was delivered as a single, auditable commit to the repository.