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20182023
most citedReinforcement Learning for Selective Key Applications in Power Systems: Recent Advances and Future Challenges

422 citations · 673 across the 48 of their papers we have counts for

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Showing 2020Show all

12 papers · 1 filter

cs.IR2020

On Disambiguating Authors: Collaboration Network Reconstruction in a Bottom-up Manner

Na Li, Renyu Zhu, Xiaoxu Zhou +4

Author disambiguation arises when different authors share the same name, which is a critical task in digital libraries, such as DBLP, CiteULike, CiteSeerX, etc. While the state-of-…

math.OC2020★ 6 cited

Sample Complexity of Linear Quadratic Gaussian (LQG) Control for Output Feedback Systems

Yang Zheng, Luca Furieri, Maryam Kamgarpour +1

This paper studies a class of partially observed Linear Quadratic Gaussian (LQG) problems with unknown dynamics. We establish an end-to-end sample complexity bound on learning a ro…

math.OC2020

LQR with Tracking: A Zeroth-order Approach and Its Global Convergence

Zhaolin Ren, Aoxiao Zhong, Na Li

There has been substantial recent progress on the theoretical understanding of model-free approaches to Linear Quadratic Regulator (LQR) problems. Much attention has been devoted t…

cs.LG2020

ASCII: ASsisted Classification with Ignorance Interchange

Jiaying Zhou, Xun Xian, Na Li +1

The rapid development in data collecting devices and computation platforms produces an emerging number of agents, each equipped with a unique data modality over a particular popula…

eess.AS2020★ 18 cited

Replay and Synthetic Speech Detection with Res2net Architecture

Xu Li, Na Li, Chao Weng +4

Existing approaches for replay and synthetic speech detection still lack generalizability to unseen spoofing attacks. This work proposes to leverage a novel model structure, so-cal…

eess.SY2020★ 4 cited

Online Optimal Control with Affine Constraints

Yingying Li, Subhro Das, Na Li

This paper considers online optimal control with affine constraints on the states and actions under linear dynamics with bounded random disturbances. The system dynamics and constr…