ResearchBenchmarksLasso Path Solving on Gisette Non-biological (libsvm)Lasso Path Solving on Gisette Non-biological (libsvm)Follow3,141.9Mean Wall-Clock Time (ms)SIMPLETES3,072.6523,540.0764,007.54,474.924Apr 21, 2026Evaluation resultsMethodMethodLinksMean Wall-Clock Time (ms)Speedup vs. glmnetSpeedup vs. sklearnSIMPLETESCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.043,141.91.361.55glmnetCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.044,282.7——sklearnCorrectness check=per-...Correctness check=per-λ objective gap ≤ 10−62026.044,873.1——