ResearchBenchmarksLasso path solving on TCGA Liver RNA (422 × 20168) Biological (libsvm + Kaggle)Lasso path solving on TCGA Liver RNA (422 × 20168) Biological (libsvm + Kaggle)Follow374.5Mean Wall-Clock Time (ms)SIMPLETES257.0921,049.5961,842.12,634.604Apr 21, 2026Evaluation resultsMethodMethodLinksMean Wall-Clock Time (ms)Speedup vs. glmnetSpeedup vs. sklearnSIMPLETESCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.04374.51.468.84glmnetCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.04546.4——sklearnCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.043,309.7——