Branch-and-Commit for Frozen RL Agents: When and Where to Spend Test-Time Compute

arXiv:2611.13003v1 Announce Type: new Abstract: Reinforcement learning agents are often deployed with policies that cannot be retrained or modified. In digital environments whose states can be copied and resumed, an...