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Graduate School of Advanced Science and Engineering, Hiroshima University
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Organizing demonstrations into a simple-to-complex structure can dramatically boost the efficiency and stability of robotic manipulation learning.
Execution instability is the leading failure mode in low-cost robotic manipulation, revealing critical gaps in VLA model robustness that traditional success metrics overlook.
