ResearchBenchmarksLasso path solving on TCGA Thyroid RNA (500 × 20164) Biological (libsvm + Kaggle)Lasso path solving on TCGA Thyroid RNA (500 × 20164) Biological (libsvm + Kaggle)Follow442.4Mean Wall-Clock Time (ms)SIMPLETES152.042,111.974,071.96,031.83Apr 21, 2026Evaluation resultsMethodMethodLinksMean Wall-Clock Time (ms)Speedup vs. glmnetSpeedup vs. sklearnSIMPLETESCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.04442.41.4617.41glmnetCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.04648.1——sklearnCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.047,701.4——