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cs.LG2025
Adaptive prediction theory combining offline and online learning
Haizheng Li, Lei Guo
Real-world intelligence systems usually operate by combining offline learning and online adaptation with highly correlated and non-stationary system data or signals, which, however…
cs.LG2023
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…