Engineers typically run NAS on smaller proxy datasets and transfer their learned CNN architectures to the target task. This generalization method reduces the model's accuracy, however. Moreover, the same outputted architecture also is applied to all hardware platforms, which leads to efficiency issues.
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Acknowledgments. We gratefully acknowledge the
efforts of all those members of the Boxer Groups at
MIT and Berkeley who have helped to make Boxer
(almost) a reality. Special thanks to Michael
Eisenberg, Gregor Kiczales, Leigh Klotz, Ed Lay,
and Jeremy Roschelle.