ResearchBenchmarksLasso path solving on RCV1 Non-biological (libsvm)Lasso path solving on RCV1 Non-biological (libsvm)Follow19,625.6Mean Wall-Clock Time (ms)SIMPLETES16,099.01639,903.45863,707.987,512.342Apr 21, 2026Evaluation resultsMethodMethodLinksMean Wall-Clock Time (ms)Speedup vs. glmnetSpeedup vs. sklearnSIMPLETESCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.0419,625.61.765.49glmnetCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.0434,521——sklearnCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.04107,790.2——