Taming the Beast: Why and How Applied Machine Learning Benefits From Registered Reports

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Abstract

We propose the use of Registered Reports in applied machine learning research to strengthen methodological rigor, constrain researcher degrees of freedom, and better harness the potential of machine learning. We outline the main requirements for successful implementation and highlight the key benefits of this proposal.

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