AI RESEARCH

About Time: Model-free Reinforcement Learning with Timed Reward Machines

arXiv CS.AI

ArXi:2512.17637v2 Announce Type: replace Reward specification plays a central role in reinforcement learning (RL), guiding the agent's behavior. To express non-Markovian rewards, formalisms such as reward machines have been