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The Statistical Benefits of Multiple Responses for Learning from Demonstrations

Chakraborty, Chandramauli et al.
arXiv (All) · Papers
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information-theorystatistics-theory
Many generative systems return multiple candidate responses and are evaluated according to the best one. Recent work shows that, when demonstrations are optimal, pass@$k$ can reduce the sample complexity of learning from demonstrations by a logarithmic factor in $k$. We ask what happens when the dem
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