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stat.ML2026
Hierarchical Variational Kalman Filtering
Shilei Li, Dawei Shi, Wei Zheng +1
Traditional variational Kalman filtering with unknown noise statistics suffers from inconsistent process covariance estimation and slow convergence speed, limiting its practical ut…
math.OC2026
Data-Driven Co-Design of Event-Triggered and Sparse Control for Resource-Aware Networked Control Systems
Zhaohua Yang, Xiaoxu Lyu, Dawei Shi +1
This paper investigates the data-driven co-design of event-triggered control (ETC) and sparse control (SC) for networked control systems (NCSs) with unknown linear dynamics. While…