Toward Agents That Reason About Their Computation.

arXiv:2510.22833v3 Announce Type: replace Abstract: While reinforcement learning agents can achieve superhuman performance in many complex tasks, they typically do not become more computationally efficient as they improve. In contrast, humans gradually require