Publications

2025

• A Unified Online-Offline Framework for Co-Branding Campaign Recommendations.
  Xiangxiang Dai, Xiaowei Sun, Jinhang Zuo, Xutong Liu, John C.S. Lui.
  Accepted to KDD, 2025.

• Fusing Reward and Dueling Feedback in Stochastic Bandits.
  Xuchuang Wang, Qirun Zeng, Jinhang Zuo, Xutong Liu, Mohammad Hajiesmaili, John C.S. Lui, Adam Wierman.
  Accepted to ICML, 2025.

• Offline Learning for Combinatorial Multi-armed Bandits.
  Xutong Liu, Xiangxiang Dai, Jinhang Zuo, Siwei Wang, Xuchuang Wang, Carlee Joe-Wong, John C.S. Lui, Wei Chen.
  Accepted to ICML, 2025.

• PASTA: Training Acceleration for Vertical Federated Learning via Adaptive Pipeline Parallelism.
  Tian Wu, Weijie Liu, Han Liang, Ziwei Zhan, Jingpu Duan, Chuan Wu, Jinhang Zuo, Xu Chen, Xiaoxi Zhang.
  Accepted to IWQoS, 2025.

• Stochastic Bandits Robust to Adversarial Attacks.
  Xuchuang Wang, Maoli Liu, Jinhang Zuo, Xutong Liu, John C.S. Lui, Mohammad Hajiesmaili.
  Accepted to ICLR, 2025.

• Robust Contextual Combinatorial Multi-Armed Bandits for Unreliable Network Systems.
  Junkai Wang, Xutong Liu, Jinhang Zuo, Yuedong Xu.
  Accepted to IEEE INFOCOM, 2025.

• Heterogeneous Multi-Agent Bandits with Parsimonious Hints.
  Amirmahdi Mirfakhar, Xuchuang Wang, Jinhang Zuo, Yair Zick, Mohammad Hajiesmaili.
  Accepted to AAAI, 2025.

• Multi-Agent Stochastic Bandits Robust to Adversarial Corruptions.
  Fatemeh Ghaffari , Xuchuang Wang, Jinhang Zuo, Mohammad Hajiesmaili.
  Accepted to L4DC, 2025.

• Variance-Aware Bandit Framework for Dynamic Probabilistic Maximum Coverage Problem with Triggered or Self-Reliant Arms.
  Xiangxiang Dai, Xutong Liu, Jinhang Zuo, Hong Xie, Carlee Joe-Wong, John C.S. Lui.
  Accepted to IEEE/ACM Transactions on Networking, 2025.

2024

• Adversarial Attacks on Cooperative Multi-agent Bandits.
  Jinhang Zuo^*, Zhiyao Zhang^*, Xuchuang Wang^*, Cheng Chen, Shuai Li, John C.S. Lui, Mohammad Hajiesmaili, Adam Wierman. (*Equal Contribution)
  Preprint. [arXiv]

• Combinatorial Multivariant Multi-Armed Bandits with Applications to Episodic Reinforcement Learning and Beyond.
  Xutong Liu, Siwei Wang, Jinhang Zuo, Han Zhong, Xuchuang Wang, Zhiyong Wang, Shuai Li, Mohammad Hajiesmaili, John C.S. Lui, and Wei Chen.
  ICML, 2024.

• Edge-MSL: Split Learning on the Mobile Edge via Multi-Armed Bandits.
  Taejin Kim, Jinhang Zuo, Xiaoxi Zhang, Carlee Joe-Wong.
  IEEE INFOCOM, 2024.

• Learning Context-Aware Probabilistic Maximum Coverage Bandits: A Variance-Adaptive Approach.
  Xutong Liu, Jinhang Zuo, Junkai Wang, Zhiyong Wang, Yuedong Xu, John C.S. Lui.
  IEEE INFOCOM, 2024.

• The Online Pause and Resume Problem: Optimal Algorithms and An Application to Carbon-Aware Load Shifting.
  Adam Lechowicz, Nicolas Christianson, Jinhang Zuo, Noman Bashir, Mohammad Hajiesmaili, Adam Wierman, Prashant Shenoy.
  SIGMETRICS, 2024. [arXiv]

• MPVSched : Multipath Transmissions and Video Frame Scheduling for Content Delivery Networks.
  Haoran Xu, Xiaoxi Zhang, Jingpu Duan, Chuan Wu, Jinhang Zuo, Xuan Zeng, Chen Chen, Yubing Qiu, Xu Chen.
  International Conference on Networking, Architecture and Storage (NAS), 2024

2023

• Adversarial Attacks on Online Learning to Rank with Click Feedback.
  Jinhang Zuo, Zhiyao Zhang, Zhiyong Wang, Shuai Li, Mohammad Hajiesmaili, Adam Wierman.
  NeurIPS, 2023. [arXiv]

• Variance-Adaptive Algorithm for Probabilistic Maximum Coverage Bandits with General Feedback.
  Xutong Liu^*, Jinhang Zuo^*, Hong Xie, Carlee Joe-Wong, John C.S. Lui. (*Equal contribution)
  INFOCOM, 2023. (252/1312=19%)

• Learning with Side Information: Online Resource Control for 5G/6G Disaggregated RANs.
  Xiaoxi Zhang, Jinhang Zuo^#, Zhe Huang, Zhi Zhou, Xu Chen, Carlee Joe-Wong. (#Corresponding author)
  IEEE Journal on Selected Areas in Communications (JSAC), 2023.

• Contextual Combinatorial Bandits with Probabilistically Triggered Arms.
  Xutong Liu, Jinhang Zuo, Siwei Wang, John C.S. Lui, Mohammad Hajiesmaili, Adam Wierman, Wei Chen.
  ICML, 2023. (1827/6538=27%). [arXiv]

• Intelligent Communication Planning for Constrained Environmental IoT Sensing with Reinforcement Learning.
  Yi Hu, Jinhang Zuo, Bob Iannucci, Carlee Joe-Wong.
  IEEE International Conference on Sensing, Communication, and Networking (SECON), 2023. (43/182=23%). [arXiv]

2022

• Online Competitive Influence Maximization.
  Jinhang Zuo, Xutong Liu, Carlee Joe-Wong, John C.S. Lui, Wei Chen.
  The 25th International Conference on Artificial Intelligence and Statistics (AISTATS), 2022. (492/1685=29%) [arXiv]

• Hierarchical Conversational Preference Elicitation with Bandit Feedback.
  Jinhang Zuo, Songwen Hu, Tong Yu, Shuai Li, Handong Zhao, Carlee Joe-Wong.
  The 31st ACM International Conference on Information & Knowledge Management (CIKM), 2022. (621/2257=28%) [arXiv]

• Correlated Combinatorial Bandits for Online Resource Allocation.
  Samarth Gupta^*, Jinhang Zuo^*, Carlee Joe-Wong, Gauri Joshi, Osman Yağan. (*Equal contribution)
  The Twenty-Third International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing (MobiHoc), 2022. (24/121=19%) [pdf].
  Preliminary version received the Best Poster Award at ACM SIGMETRICS 2022.

• Batch-Size Independent Regret Bounds for Combinatorial Semi-Bandits with Probabilistically Triggered Arms or Independent Arms.
  Xutong Liu, Jinhang Zuo, Siwei Wang, Carlee Joe-Wong, John C.S. Lui, Wei Chen.
  Accepted to NeurIPS, 2022. (2665/10411=25%) [arXiv]

• Rhythmic RFID Authentication.
  Jiawei Li, Chuyu Wang, Ang Li, Dianqi Han, Yan Zhang, Jinhang Zuo, Rui Zhang, Lei Xie, Yanchao Zhang.
  IEEE/ACM Transactions on Networking (Early Access), 2022. [link]

2021

• Combinatorial Multi-armed Bandits for Resource Allocation.
  Jinhang Zuo, Carlee Joe-Wong.
  The 55th Annual Conference on Information Sciences and Systems (CISS), 2021. (Invited Paper) [arXiv]

• Multi-layered Network Exploration via Random Walks: From Offline Optimization to Online Learning.
  Xutong Liu, Jinhang Zuo, Xiaowei Chen, Wei Chen, John C.S. Lui.
  The 38th International Conference on Machine Learning (ICML), 2021. (Long Oral, 166/5513=3%) [arXiv]

2020 and Before

• Observe Before Play: Multi-armed Bandit with Pre-Observations.
  Jinhang Zuo, Xiaoxi Zhang and Carlee Joe-Wong.
  The Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI), 2020. (1591/7737=20%) [arXiv]

• RF-Rhythm: Secure and Usable Two-Factor RFID Authentication.
  Jiawei Li, Chuyu Wang, Ang Li, Dianqi Han, Yan Zhang, Jinhang Zuo, Rui Zhang, Lei Xie, Yanchao Zhang.
  IEEE International Conference on Computer Communications (INFOCOM), 2020. [arXiv]

• SmartWAZ: Design and Implementation of a Smart WiFi Access System Assisted by Zigbee.
  Bo Zhang, Jinhang Zuo, Weiwei Mao.
  IEEE Access, 2019. [pdf]