ResearchBenchmarksLasso path solving on DNA Biological (libsvm + TCGA/Kaggle) (1700 × 180)Lasso path solving on DNA Biological (libsvm + TCGA/Kaggle) (1700 × 180)Follow15.9Mean Wall-Clock Time (ms)SIMPLETES10.44447.27284.1120.928Apr 21, 2026Evaluation resultsMethodMethodLinksMean Wall-Clock Time (ms)Speedup vs. glmnetSpeedup vs. sklearnSIMPLETESCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.0415.99.562.54sklearnCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.0440.5——glmnetCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.04152.3——