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This paper introduces a pre-registered screening rule that determines, before implementation, whether an evolutionary outer loop over neural network parameters is worth building, validated on two cases showing significant GPU-hour savings.
Science Superpowers is an open-source computational-science methodology for AI research agents, enforcing pre-registration and reproducible workflows to prevent p-hacking and HARKing.
A new AI Studio mobile app is now available for pre-registration on Google Play.