A search objective reports a loss value to a minimization algorithm. The desired business metric is higher-is-better accuracy. What mapping is appropriate?

1. Return a random constant unrelated to performance
2. Return the training start timestamp as the model loss
3. Return an appropriately defined loss such as one minus validation accuracy
4. Return validation accuracy unchanged and minimize it