ResearchBenchmarksLasso path solving on TCGA Lung RNA (500 × 20258)Lasso path solving on TCGA Lung RNA (500 × 20258)Follow443.7Mean Wall-Clock Time (ms)SIMPLETES261.3041,492.4772,723.653,954.823Apr 21, 2026Evaluation resultsMethodMethodLinksMean Wall-Clock Time (ms)Speedup vs. glmnetSpeedup vs. sklearnSIMPLETESCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.04443.71.4711.28glmnetCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.04652.2——sklearnCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.045,003.6——