Definition
Methods in Reinforcement Learning that directly search for an optimal policy—a function mapping states to actions—to maximize long-term reward, often contrasting with value-based methods.
In short: Methods in Reinforcement Learning that directly search for an optimal policy—a function mapping states to actions—to maximize long-term reward, often contrasting with value-based methods.