LaTeXTrans is a structured LaTeX document translation system built on multi-agent collaboration. It leverages LLMs to translate preprocessed LaTeX source code while maintaining formatting integrity, including formulas, cross-references, and layout. The system orchestrates six specialized agents through a workflow to achieve high-quality translations from arXiv paper IDs to translated PDFs.