A screening rule skips evolutionary outer loops when the ratio of best single-shot gain to best cheap gain meets or exceeds 90%, validated on pre-registered lab cases where the gate fired and loops were abandoned.
To tune or not to tune? an approach for recommending important hyperparameters.arXiv preprint arXiv:2108.13066,
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Knowing in Advance When an Evolutionary Outer Loop Will Not Help: A Pre-Registered Cheap-Baseline Screening Rule
A screening rule skips evolutionary outer loops when the ratio of best single-shot gain to best cheap gain meets or exceeds 90%, validated on pre-registered lab cases where the gate fired and loops were abandoned.