What strategy does curriculum learning most closely align with?

Curriculum learning aligns most closely with the strategy of sequential learning from simple to complex tasks. This approach mirrors the way humans often learn, starting with foundational concepts and gradually progressing to more advanced topics. By introducing simpler tasks first, the model can build a solid understanding of basic concepts before tackling more complex challenges.

This method of structured learning helps to enhance the model's ability to generalize, improving performance on difficult tasks by ensuring that it has the necessary foundational skills. As the training progresses, the tasks become more complicated, allowing the system to adapt and refine its learning pathways effectively.

In contrast, randomized training techniques lack structure and can hinder the learning process, leading to potential confusion or inefficient learning pathways. Immediate introduction of complex tasks can overwhelm the model, making it difficult to learn effectively, while zonal complexity management, although useful in specific contexts, does not align with the systematic approach of gradually increasing task complexity inherent in curriculum learning.