System Identification Under Bounded Noise: Optimal Rates Beyond Least Squares

Xiong Zeng, Jing Yu, Necmiye Ozay

System identification is a fundamental problem in control and learning, particularly in high-stakes applications where data efficiency is critical. Classical approaches, such as th…