arxivcs.AI2026-07-20
Reinforcement Learning: From Algorithms To Foundation Models
Reinforcement learning (RL) provides a framework for sequential decision making under explicit objectives. In its classical form, RL studies how an agent should act to maximise long-term reward in a dynamic environment. In richer settings, the problem extends beyond a single agen…