Understanding human metacontrol and its pathologies using deep neural networks

Proceedings of the National Academy of Sciences, volume 123, number 9, March 2026.
ImportanceComputer systems must learn when and how they should exercise control over their actions. How do agents learn to solve this “metacontrol” problem? Here we created a task that externalizes this control (via special actions that sample…