All data used in this work are sourced from the official competition release and are used solely for scientific research purposes in strict accordance with the provided data usage agreements. Our system does not involve sensitive personal information. AI-assisted tools were used only for language polishing, while all research ideas, experimental design, and conclusions were independently developed and verified by the authors.