John C. S. Lui

1. Batch-Size Independent Regret Bounds for Combinatorial Semi-Bandits with Probabilistically Triggered Arms or Independent Arms
   2022/08/31 by Xutong Liu, Jinhang Zuo, Liu, Xutong +9 · 5 citations
   Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Optimization and Search Problems #IoT and Edge/Fog Computing
2. Cost-Effective Online Multi-LLM Selection with Versatile Reward Models
   2024/05/26 by Xiangxiang Dai, Jin Li, Dai, Xiangxiang +7 · 6 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Digital Rights Management and Security #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG)
3. Online Search with Predictions: Pareto-optimal Algorithm and its Applications in Energy Markets
   2022/11/12 by Russell Lee, Lee, Russell, Bo Sun +5 · 3 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Auction Theory and Applications #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Optimization and Search Problems
4. Model-based RL as a Minimalist Approach to Horizon-Free and Second-Order Bounds
   2024/08/16 by Zhiyong Wang, Dongruo Zhou, Wang, Zhiyong +5 · 4 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Modeling and Simulation Systems
5. Multi-Player Multi-Armed Bandits with Finite Shareable Resources Arms: Learning Algorithms & Applications
   2022/04/28 by Xuchuang Wang, Wang, Xuchuang, Hong Xie +3 · 2 citations
   Decision Sciences · Engineering · Computer Science · #Advanced Bandit Algorithms Research #Smart Grid Energy Management #Data Stream Mining Techniques
6. Online Competitive Influence Maximization
   2020/06/24 by Jinhang Zuo, Xutong Liu, Zuo, Jinhang +7 · 1 citation
   Computer Science · Decision Sciences · Physics and Astronomy · #Advanced Bandit Algorithms Research #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mobile Crowdsensing and Crowdsourcing #Social and Information Networks (cs.SI)
7. The Online Knapsack Problem with Departures
   2022/09/24 by Bo Sun, Lin Yang, Sun, Bo +11 · 1 citation
   Computer Science · Decision Sciences · #Optimization and Search Problems #Auction Theory and Applications #Complexity and Algorithms in Graphs
8. Decentralized Stochastic Proximal Gradient Descent with Variance Reduction over Time-varying Networks
   2021/12/20 by Xuanjie Li, Li, Xuanjie, Yuedong Xu +7 · 1 citation
   Computer Science · Neuroscience · #68T05 #Age of Information Optimization #FOS: Computer and information sciences #FOS: Mathematics #Functional Brain Connectivity Studies #I.2.11 #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
9. Online Corrupted User Detection and Regret Minimization
   2023/10/07 by Zhiyong Wang, Jize Xie, Wang, Zhiyong +7 · 1 citation
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Spam and Phishing Detection
10. Combinatorial Multivariant Multi-Armed Bandits with Applications to Episodic Reinforcement Learning and Beyond
    2024/06/03 by Xutong Liu, Liu, Xutong, Siwei Wang +17 · 2 citations
    Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Reinforcement Learning in Robotics #Data Stream Mining Techniques
11. TinyQMIX: Distributed Access Control for mMTC via Multi-agent Reinforcement Learning
    2022/11/21 by Tien Thanh Le, Yusheng Ji, Le, Tien Thanh +3 · 1 citation
    Computer Science · Engineering · #Age of Information Optimization #FOS: Computer and information sciences #IoT Networks and Protocols #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Networking and Internet Architecture (cs.NI)
12. A Multi-Agent Conversational Bandit Approach to Online Evaluation and Selection of User-Aligned LLM Responses
    2025/01/03 by X. Dai, Dai, Xiangxiang, Xie, Yuejin +9 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Educational Technology and Assessment #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC)
13. Offline Learning for Combinatorial Multi-armed Bandits
    2025/01/31 by Xutong Liu, Liu, Xutong, Xiangxiang Dai +11 · 2 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms
14. AxiomVision: Accuracy-Guaranteed Adaptive Visual Model Selection for Perspective-Aware Video Analytics
    2024/07/29 by Xiangxiang Dai, Zeyu Zhang, Dai, Xiangxiang +9 · 1 citation
    Computer Science · #Advanced Image and Video Retrieval Techniques #Image Retrieval and Classification Techniques #Video Surveillance and Tracking Methods
15. Optimal Convex Optimization with Inexact Second-Order Oracles
    2026/07/28 by Lesi Chen, Chengchang Liu, Luo Luo +2
    #math.OC
16. Quantum Speedups for Stochastic Optimization with Heavy-Tailed Noise
    2026/07/28 by Bin Luo, Chengchang Liu, Jonathan Allcock +2
    Computer Science · #cs.LG
17. On the Convergence of Stochastic Low-Rank Adaptation
    2026/07/24 by Ru Wang, Chengchang Liu, John C. S. Lui
    #cs.LG #math.OC
18. Formal Verification for Deep Learning-based Power Control in Massive MIMO
    2026/07/16 by Thanh Le, Takeshi Matsumura, Yusheng Ji +1
    #cs.NI