ResearchBenchmarksLasso path solving on TCGA Prostate RNA 500 × 20232 (Biological libsvm + Kaggle)Lasso path solving on TCGA Prostate RNA 500 × 20232 (Biological libsvm + Kaggle)Follow438.9Mean Wall-Clock Time (ms)SIMPLETES-68.843,358.4056,785.6510,212.895Apr 21, 2026Evaluation resultsMethodMethodLinksMean Wall-Clock Time (ms)Speedup vs. glmnetSpeedup vs. sklearnSIMPLETESCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.04438.91.4829.92glmnetCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.04649.9——sklearnCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.0413,132.4——