Could overfitting also be addressed by sharing and optimizing hyperparameters over multiple datasets? For example, could initialization be shared across multip

Could overfitting also be addressed by sharing and optimizing hyperparameters over multiple datasets? For example, could initialization be shared across multiple handwriting sets?