Rather than validate once, k-fold CV validates once for each fold in an efficient use of a small sample. It's job is model evaluation and/or hyperparameter tuning, not parameter selection.
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k-fold cross-validation
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Rather than validate once, k-fold CV validates once for each fold in an efficient use of a small sample. It's job is model evaluation and/or hyperparameter tuning, not parameter selection.