Value-based learning is **value-based learning is** a foundational concept and methodological approach, particularly prominent in machine learning and artificial intelligence, focused on systems that acquire knowledge or skills by estimating and optimizing a quantitative measure of 'value'. It investigates how agents can learn to evaluate states or actions based on expected future outcomes or rewards, thereby enabling effective decision-making and goal achievement in complex environments.