A forecasting model is evaluated with random folds that mix later records into training for earlier predictions. What alternative should be evaluated?

1. A time-ordered validation scheme matching the prediction horizon
2. Additional random shuffling
3. Validation only on records used for fitting
4. Sorting records by their future target before splitting