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Robotic Manipulation on Simulation Reasoning

80.89Success RateBest Hierarchy
49.700457.797765.89573.9923Jun 9, 2026

Evaluation results

MethodLinks
Best HierarchyConfiguration=Combination of best-performing parameters: cross-episodic memory, thinking VLM, contact-based observation, success-based termination2026.0680.89
Naive HierarchyConfiguration=Combination of naively-chosen parameters: no memory, VLM without thinking, raw observation, fixed-horizon termination2026.0666.49
Flat VLAConfiguration=No VLM planner; task prompt directly passed to low-level VLA2026.0650.9