2 papers
cs.LG2025
Asymptotically efficient adaptive identification under saturated output observation
Lantian Zhang, Lei Guo
As saturated output observations are ubiquitous in practice, identifying stochastic systems with such nonlinear observations is a fundamental problem across various fields. This pa…
eess.SY2024
Adaptive Tracking Control with Binary-Valued Output Observations
Lantian Zhang, Lei Guo
This paper considers real-time control and learning problems for finite-dimensional linear systems under binary-valued and randomly disturbed output observations. This has long bee…