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Frozen code accompanying the paper Towards Useful and Private Synthetic Omics: Community Benchmarking of Generative Models for Transcriptomics Data (biorXiv, 2026). This release is the exact state the paper's results were generated from, and includes results CSVs and a notebook to regenerate figures.