Using an ensemble of models is one of the Ways to prevent overfitting in time series prediction.

Relatedly, in the systems theory, full optimization of a complex system is undesirable because the lack of slack and margins can turn small perturbations into large events. Diversity of opinion helps to prevent exhaustive optimization.

Part of Ensemble learning.