Kyle Niemeyer updated the JOSS paper references for the assume-framework/assume repository, focusing on improving citation accuracy and publication readiness. He enhanced BibTeX entries by adding missing volume, number, and page information, and refined Markdown citations to comply with JOSS formatting guidelines by converting citation syntax from @ to by. Leveraging his expertise in academic publishing and technical writing, Kyle ensured greater consistency and accuracy across all references. His work, implemented using BibTeX and Markdown, addressed metadata integrity and streamlined the submission process for scholarly review. No bugs were reported during this period, reflecting a focused and well-executed contribution.