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Lars Ankile

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Mulligan: Performance-Guided Data Collection for Efficient On-Robot Learning

Lars Ankile, Perry Dong, Rohan Bhowmik وآخرون · 2026

Learning from human demonstrations is a reliable way to teach robots new tasks, but the gains from each additional demonstration shrink as the policy improves. Continued improvement can instead come from supervised deployment, where an operator places the objects and intervenes when the policy fails. We ask how to maxi …

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