ResearchBenchmarksLasso path solving on Colon Cancer Biological (libsvm + TCGA/Kaggle) (62 × 2000)Follow11.6Mean Wall-Clock Time (ms)SIMPLETES7.44435.49763.5591.603Apr 21, 2026Evaluation ResultsMethodMethodLinksMean Wall-Clock Time (ms)Speedup vs. glmnetSpeedup vs. sklearnSIMPLETESCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.0411.61.319.92glmnetCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.0415.2——sklearnCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.04115.5——