ResearchBenchmarksLasso path solving on Leukemia 38 × 7129 Biological (libsvm + TCGA/Kaggle)Lasso path solving on Leukemia 38 × 7129 Biological (libsvm + TCGA/Kaggle)Follow15.5Mean Wall-Clock Time (ms)SIMPLETES11.80836.72961.6586.571Apr 21, 2026Evaluation resultsMethodMethodLinksMean Wall-Clock Time (ms)Speedup vs. glmnetSpeedup vs. sklearnSIMPLETESCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.0415.51.326.95glmnetCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.0420.4——sklearnCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.04107.8——