ResearchBenchmarksTrajectory Optimization on Humanoid StandupFollow17.6Computational Time (s)CEM1.144112.222223.3334.378May 28, 2024Sep 23, 2024Jan 19, 2025May 18, 2025Sep 13, 2025Jan 9, 2026May 8, 2026Evaluation ResultsMethodMethodLinksComputational Time (s)Reward (Per Step)Optimized CostCEM2024.0517.6——MPPI2024.0517.7——MBD2024.0517.7——CMA-ES2024.0520.8——MPPI2026.0554.240.529—CEM2026.0555.180.4609—PISTO2026.0565.290.679—RL2024.05429——CEM2026.05——0.876CMA-ES2026.05——0.876DIDA2026.05——0.781MBD2026.05——0.875MPPI2026.05——0.883SA2026.05——0.876