Yingli Liu

A review of reinforcement learning: A tripartite framework of environment design, algorithmic innovation, and application scenarios

2026 · Array

Reinforcement learning is gradually shifting from a research paradigm dominated by games and simulations toward real complex scenarios with high safety requirements and high costs, such as energy systems, industrial control, robotics, medical decision-making, and …