Tag: Exploration vs Exploitation

In reinforcement learning, multi-armed bandit problems, and classical control theory, the tension between exploration and exploitation is a foundational principle. A system must gather enough environmental knowledge to identify optimal pathways, while committing to concrete actions quickly enough to achieve goals within defined resource constraints. When large language models were introduced as general-purpose autonomous agents, […]