Lifeng Lai

Lifeng Lai

University of California, Davis

H-index: 38

North America-United States

About Lifeng Lai

Lifeng Lai, With an exceptional h-index of 38 and a recent h-index of 23 (since 2020), a distinguished researcher at University of California, Davis, specializes in the field of Machine learning, Information theory, Statistical signal processing.

His recent articles reflect a diverse array of research interests and contributions to the field:

Efficient adversarial attacks on online multi-agent reinforcement learning

Camouflage Adversarial Attacks on Multiple Agent Systems

Tree Network Design for Faster Distributed Machine Learning Process with Distributed Dual Coordinate Ascent

Minimax Optimal Learning with Nearest Neighbors

Action Poisoning Attacks on Linear Contextual Bandits

Bayesian Two-stage Sequential Change Diagnosis via Sensor Arrays

Efficient Action Robust Reinforcement Learning with Probabilistic Policy Execution Uncertainty

Fairness-aware regression robust to adversarial attacks

Lifeng Lai Information

University

Position

Professor

Citations(all)

8292

Citations(since 2020)

2434

Cited By

6992

hIndex(all)

38

hIndex(since 2020)

23

i10Index(all)

106

i10Index(since 2020)

62

Email

University Profile Page

University of California, Davis

Google Scholar

View Google Scholar Profile

Lifeng Lai Skills & Research Interests

Machine learning

Information theory

Statistical signal processing

Top articles of Lifeng Lai

Title

Journal

Author(s)

Publication Date

Efficient adversarial attacks on online multi-agent reinforcement learning

Advances in Neural Information Processing Systems

Guanlin Liu

Lifeng Lai

2024/2/13

Camouflage Adversarial Attacks on Multiple Agent Systems

arXiv preprint arXiv:2401.17405

Ziqing Lu

Guanlin Liu

Lifeng Lai

Weiyu Xu

2024/1/30

Tree Network Design for Faster Distributed Machine Learning Process with Distributed Dual Coordinate Ascent

Myung Cho

Meghana Chikkam

Weiyu Xu

Lifeng Lai

2024/4/14

Minimax Optimal Learning with Nearest Neighbors

arXiv preprint arXiv:2308.01490

Puning Zhao

Lifeng Lai

2023/8/3

Action Poisoning Attacks on Linear Contextual Bandits

Transactions on Machine Learning Research

Guanlin Liu

Lifeng Lai

2023/2

Bayesian Two-stage Sequential Change Diagnosis via Sensor Arrays

IEEE Transactions on Information Theory

Xiaochuan Ma

Lifeng Lai

Shuguang Cui

2023/7/24

Efficient Action Robust Reinforcement Learning with Probabilistic Policy Execution Uncertainty

arXiv preprint arXiv:2307.07666

Guanin Liu

Zhihan Zhou

Han Liu

Lifeng Lai

2023/7/15

Fairness-aware regression robust to adversarial attacks

IEEE Transactions on Signal Processing

Yulu Jin

Lifeng Lai

2023/11/2

Entropy Rate Estimation for Markov Chains with Continuous Distributions

Puning Zhao

Lifeng Lai

2023/6/25

Reward Attack on Stochastic Bandits with Non-Stationary Rewards

Chenye Yang

Guanlin Liu

Lifeng Lai

2023/10/29

Adversarially robust fairness-aware regression

Yulu Jin

Lifeng Lai

2023/6/4

Distributed Dual Coordinate Ascent With Imbalanced Data on a General Tree Network

arXiv preprint arXiv:2308.14783

Myung Cho

Lifeng Lai

Weiyu Xu

2023/8/28

Guest Editorial: AI-Powered Telco Network Automation: 5G Evolution and 6G

IEEE Wireless Communications

Yan Xin

Kai Yang

I Chih-Lin

Sanyogita Shamsunder

Xingqin Lin

...

2023/2

Bayesian two-stage sequence change diagnosis across a sensor array

IEEE Transactions on Information Theory, submitted

Xiaochuan Ma

Lifeng Lai

Shuguang Cui

2022

Analysis of knn density estimation

IEEE Transactions on Information Theory

Puning Zhao

Lifeng Lai

2022/8/1

EVaR optimization for risk-sensitive reinforcement learning

IEEE Transactions on Information Theory

Xinyi Ni

Lifeng Lai

2022/1

Optimal accuracy-privacy trade-off of inference as service

IEEE Transactions on Signal Processing

Yulu Jin

Lifeng Lai

2022/7/19

Machine Learning Algorithms: Adversarial Robustness in Signal Processing

Fuwei Li

Lifeng Lai

Shuguang Cui

2022/11/16

Privacy Protection In Learning Fair Representations

Yulu Jin

Lifeng Lai

2022/5/23

Risk-sensitive reinforcement learning via Entropic-VaR optimization

Xinyi Ni

Lifeng Lai

2022/10/31

See List of Professors in Lifeng Lai University(University of California, Davis)

Co-Authors

H-index: 182
HV Poor

HV Poor

Princeton University

H-index: 87
Shlomo Shamai (Shitz)

Shlomo Shamai (Shitz)

Technion - Israel Institute of Technology

H-index: 46
Hai Jiang

Hai Jiang

University of Alberta

H-index: 39
Shiqian Ma

Shiqian Ma

University of California, Davis

H-index: 36
Erhan Bayraktar

Erhan Bayraktar

University of Michigan-Dearborn

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