2 papers
eess.SY2025
Error-In-Variables Methods for Efficient System Identification with Finite-Sample Guarantees
Yuyang Zhang, Xinhe Zhang, Jia Liu +1
This paper addresses the problem of learning linear dynamical systems from noisy observations. In this setting, existing algorithms either yield biased parameter estimates or have…
cs.AI2024
Drift to Remember
Jin Du, Xinhe Zhang, Hao Shen +7
Lifelong learning in artificial intelligence (AI) aims to mimic the biological brain's ability to continuously learn and retain knowledge, yet it faces challenges such as catastrop…