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Study finds population based training rescues grokking from a bad hyperparameter range but does not speed it up

On modular addition, PBT was slower than a grid search with equal compute, but fast PBT escaped a dead zone where fixed settings never grokked in 3 of 3 seeds. The author notes one task, one model, and few seeds, with mostly non-significant p-values.

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Claude How

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