ResearchBenchmarksNonconvex Optimization on Multi-well D_test^MW 500 tasks (test)Nonconvex Optimization on Multi-well D_test^MW 500 tasks (test)Follow60.2Success RateSHAPE28.79236.94645.153.254May 7, 2026Evaluation resultsMethodMethodLinksSuccess RateFinal GapBest GapBest Gap (Median)Gradient CallsSHAPE2026.0560.20.9870.4770.0071,251.2SHAPEmemory=withoutmemory=without2026.05301.2491.0660.895707.3GD2026.05301.291.181.1151,251.2Momentum2026.05301.291.1150.951,251.2Nesterov2026.05301.291.1621.0661,251.2Adam2026.05301.291.14711,251.2