研究方向

Machine Learning
  • Online Learning: Experts, Bandits, Online Convex Optimization, Multi-scale Online Learning, Online Learning with Attacks/Corruptions
  • Distributed Learning/Estimation
  • Statistical Learning
  • Optimization and Operation Research: Knapsack, Job Scheduling, Ski Rental, Online Linear Programming, Online Decision Making, etc.
Foundation Model
  • Include both “ML for Foundation Model” and “Foundation Model for ML”, such as optimizing the implementation of LLMs in Edge, etc.

发表论文

Asynchronous Multi-Agent Bandits: Fully Distributed vs. Leader-Coordinated Algorithms
Xuchuang Wang, Janice Chen, Xutong Liu, **, Lin Yang*, Mohammad Hajiesmaili, John CS Lui, Don Towsley
ACM SIGMETRICS, June 2025 (Full Paper)
On-Demand Communication for Asynchronous Multi-Agent Bandits
Yu-zhen Janice Chen, Lin Yang, Xuchuang Wang, Xutong Liu, Mohammad Hajiesmaili, John C.S. Lui, Don Towsley
AISTATS 2023
Achieve Near-Optimal Individual Regret & Low Communications in Multi-Agent Bandits
Xuchuang Wang, Lin Yang, Yu-zhen Janice Chen, Xutong Liu, Mohammad Hajiesmaili, Don Towsley, John C.S. Lui
ICLR 2023
The Online Knapsack Problem with Departures
Bo Sun#, Lin Yang#, Mohammad Hajiesmaili, Adam Wierman, Don Towsley
SIGMETRICS 2023 (Full Paper)
Hierarchical Learning Algorithms for Multi-scale Expert Problems
Lin Yang, Yu-zhen Chen, Mohammad Hajiesmaili, Mark Herbster, Don Towsley
SIGMETRICS 2022 (Full Paper); Journal Version: POMACS, 6(2), 1-29, 2022
Distributed Bandits with Heterogeneous Agents
Lin Yang, Yu-zhen Chen, Mohammad Hajiesmaili, John CS Lui, Don Towsley
INFOCOM 2022
Competitive Algorithms for Online Multidimensional Knapsack Problems
Lin Yang, Ali Zeynali, Mohammad Hajiesmaili, Ramesh Sitaraman, Donald F. Towsley
SIGMETRICS 2022 (Full Paper); Journal Version: POMACS, 5(3), 1-30, 2021
Cooperative Stochastic Bandits with Asynchronous Agents and Constrained Feedback
Lin Yang, Yu-Zhen Janice Chen, Stephen Pasteris, Mohammad Hajiesmaili, John CS Lui, Don Towsley
NeurIPS 2021
Competitive Bidding Strategies for Online Linear Optimization with Inventory Management Constraints
Russell Lee, Yutao Zhou, Lin Yang, Mohammad Hajiesmaili, Ramesh Sitaraman
Performance 2021
Learning Based Control Policy and Regret Analysis for Online Quadratic Optimization with Asymmetric Information Structure
Cheng Tan, Lin Yang, Wing Shing Wong
Transactions on Cybernetics, 2021
Adversarial Bandits with Corruptions: Regret Lower Bound and No-regret Algorithm
Lin Yang, Mohammad Hajiesmaili, Mohammad Sadegh Talebi, John CS Lui, Wing Shing Wong
NeurIPS 2020
Online Linear Optimization with Inventory Management Constraints
Lin Yang, Mohammad Hajiesmaili#, Ramesh Sitaraman, Adam Wierman, Enrique Mallada, Wing Shing Wong
SIGMETRICS 2020 (Full Paper); Journal Version: POMACS, 4(1), 1-29, 2020
Online Linear Programming with Uncertain Constraints
Lin Yang, Mohammad H. Hajiesmaili, Wing Shing Wong
CISS 2019 (Invited Paper)
Stabilization of Discrete Time Stochastic System with Input Delay and Control Dependent Noise
Cheng Tan, Lin Yang, Fangfang Zhang, Zhenqiang Zhang, Wing Shing Wong
Systems & Control Letters, 2019, 123: 62-68
An Average Queue-Length-Difference-Based Congestion Detection Algorithm in TCP/AQM Network
Jin Zhu, Tong Luo, Lin Yang, Wanqing Xie, G. E. Dullerud
International Journal of Adaptive Control and Signal Processing, 2018
Hour-Ahead Offering Strategies in Electricity Market for Power Producers with Storage and Intermittent Supply
Lin Yang, Mohammad H. Hajiesmaili#, Hanling Yi, Minghua Chen
SIGMETRICS 2017 (Poster Paper)
Gittins Index Based Control Policy for a Class of Pursuit-Evasion Problems
Cheng Tan, Changbao Xu, Lin Yang, Wing Shing Wong
IET Control Theory and Applications, 12(1), 110-118, 2017
Competitive Online Algorithms for Geographical Load Balancing in Data Centers with Energy Storage
Chi-Kin Chau, Lin Yang
EEDC Workshop 2016
An Optimal Vertical Handoff Decision Algorithm for Multiple Services with Different Priorities in Heterogeneous Wireless Networks
Jin Zhu, Limin Xu, Lin Yang, Wanqing Xie
Wireless Personal Communications 83 (1), 527-549, 2015
Time Series Analysis for Congestion Detection in TCP/AQM Networks
Lin Yang, Jin Zhu, Wanqing Xie, G. E. Dullerud
IEEE Communications Letters, 19(3), 331-334, 2015