ResearchBenchmarksStochastic Optimization on Functions satisfying PL conditionStochastic Optimization on Functions satisfying PL conditionFollow-1Best Iterate Convergence RateMuon-MVR1-1.05-1.025-1-0.975Sep 19, 2025Evaluation resultsMethodMethodLinksBest Iterate Convergence RateMuon-MVR1Smooth=L, Stoc. Gradie...Smooth=L, Stoc. Gradient Estimator=MVR1(γ = 0), Batch Size=O(1)2025.09-1Muon-MVR1Smooth=L, Stoc. Gradie...Smooth=L, Stoc. Gradient Estimator=MVR1, Batch Size=O(1)2025.09-1Muon-MVR2Smooth=L+, Stoc. Gradi...Smooth=L+, Stoc. Gradient Estimator=MVR2, Batch Size=O(1)2025.09-1