John J. Vastola

Effectiveness of Curriculum Learning Depends on Reward Sparsity and Competing Optima

While animals and people tend to learn a task more quickly and reliably when they first train on simpler versions of it, curriculum learning's effectiveness in artificial settings varies, and appears substantially greater in reinforcement learning than in supervised learning. In this work, we construct and analyze a mi...