Publications

Conference Publications

  1. Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective
    Jingwei Sun, Ang Li, Louis DiValentin, Amin Hassanzadeh, Yiran Chen and Hai Li
    Thirty-fifth Annual Conference on Neural Information Processing Systems(NeurIPS, acceptance ratio: 26%), 2021.
  2. FedMask: Joint Computation and Communication-Efficient Personalized Federated Learning via Heterogeneous Masking
    Ang Li, Jingwei Sun, Xiao Zeng, Mi Zhang, Hai Li and Yiran Chen
    ACM Conference on Embedded Networked Sensor Systems (SenSys, acceptance ratio: 17.9%=25/139), 2021.
  3. Hermes: An Efficient Federated Learning Framework for Heterogeneous Mobile Clients
    Ang Li, Jingwei Sun, Pengcheng Li, Yu Pu, Hai Li and Yiran Chen,
    ACM Conference On Mobile Computing And Networking (MobiCom, acceptance ratio: 17%=52/299), 2021.
  4. Privacy-Preserving Representation Learning on Graphs: A Mutual Information Perspective
    Binghui Wang, Jiayi Guo, Ang Li, Yiran Chen and Hai Li,
    ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (ACM KDD 2021, acceptance ratio: 15.4%=238/1541).
  5. Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective
    Jingwei Sun, Ang Li, Binghui Wang, Huanrui Yang, Hai Li and Yiran Chen,
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021. (acceptance ratio: 23.7%=1663/7015)
  6. DeepObfuscator: Obfuscating Intermediate Representations with Privacy-Preserving Adversarial Learning on Smartphones
    Ang Li, Jiayi Guo, Huanrui Yang, Flora Salim and Yiran Chen,
    ACM/IEEE Conference on Internet of Things Design and Implementation (IoTDI, acceptance ratio: 19/74=25.7%), 2021.
  7. Hermes: Decentralized Dynamic Spectrum Access System for Massive Devices Deployment in 5G
    Zhihui Gao, Ang Li, Yunfan Gao, Yu Wang and Yiran Chen,
    International Conference on Embedded Wireless Systems and Networks (EWSN), 2021.
  8. TIPRDC: Task-Independent Privacy-Respecting Data Crowdsourcing Framework with Anonymized Intermediate Representations
    Ang Li, Yixiao Duan, Huanrui Yang, Yiran Chen and Jianglei Yang,
    ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (ACM KDD 2020, Best Student Paper Award, acceptance ratio: 16.9%=216/1279).
  9. MVStylizer: An Efficient Edge-Assisted Video Photorealistic Style Transfer System for Mobile Phones
    Ang Li, Chungpeng Wu, Yiran Chen and Bin Ni,
    International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing (ACM MobiHoc 2020, acceptance ratio: 15%=30/196).
  10. Automated Bystander Detection and Anonymization in Mobile Photography
    David Darling, Ang Li, and Qinghua Li, EAI International Conference on Security and Privacy in Communication Networks (SecureComm), 2020.
  11. General Access Control Guidance for Cloud Systems:SP 800-210(Draft)
    Vincent C. Hu, Michaela Iorga, Wei Bao, Ang Li, Qinghua Li and Antonios Gouglidis,
    NIST SP 800-210(Draft).
  12. PRIC: A Privacy-Respecting Image Crowdsourcing Framework for Deep Learning with Anonymized Intermediate Representations
    Ang Li, Yixiao Duan, Huanrui Yang, Jianlei Yang and Yiran Chen,
    Workshop on ML for Systems co-located with 2019 Conference on Neural Information Processing Systems (NeurIPS).
  13. DeepObfuscator: Adversarial Training Framework for Privacy-Preserving Image Classification
    Ang Li, Jiayi Guo, Huanrui Yang and Yiran Chen,
    Workshop on Privacy in Machine Learning co-located with 2019 Conference on Neural Information Processing Systems (NeurIPS).
  14. An Efficient Mobile-Edge Collaborative System for Video Photorealistic Style Transfer
    Ang Li, Chunpeng Wu, Yiran Chen and Bin Ni,
    2019 ACM/IEEE Symposium on Edge Computing (SEC) (Best Student Poster Award).
  15. Efficiently Learning a Robust Self-Driving Modelwith Neuron Coverage Aware Adaptive Filter Reuse
    Chunpeng Wu, Ang Li, Bing Li and Yiran Chen,
    2019 IEEE International Workshop on Signal Processing Systems.
  16. MobiEye: An Efficient Cloud-based Video Detection System for Real-time Mobile Applications
    Jiachen Mao, Qing Yang, Ang Li, Hai Li and Yiran Chen,
    56th Annual Design Automation Conference (DAC), 2019.
  17. HideMe: Privacy-Preserving Photo Sharing on Social Networks
    Fenghua Li, Zhe Sun, Ang Li, Ben Nil, Hui Li and Guohong Cao,
    IEEE International Conference on Computer Communications (INFOCOM), 2019.
  18. Privacy-Preserving Multiparty Learning For Logistic Regression
    Wei Du, Ang Li and Qinghua Li,
    EAI International Conference on Security and Privacy in Communication Networks (SecureComm), 2018.
  19. Politecamera: Respecting strangers’ privacy in mobile photographing
    Ang Li, Wei Du and Qinghua Li,
    EAI International Conference on Security and Privacy in Communication Networks (SecureComm), 2018.
  20. Privacy-Preserving Outsourcing of Large-Scale Nonlinear Programming to the Cloud
    Ang Li, Wei Du and Qinghua Li,
    EAI International Conference on Security and Privacy in Communication Networks (SecureComm), 2018.
  21. PhotoSafer: Content-Based and Context-Aware Private Photo Protection for Smartphones
    Ang Li, David Darling and Qinghua Li,
    IEEE Symposium on Privacy-Aware Computing (PAC), 2018.
  22. Access Control for Distributed Processing Systems: Use Cases and General Considerations
    Ang Li, Qinghua Li, and Vincent C. Hu,
    IEEE International Conference on Collaboration and Internet Computing (CIC), 2017.
  23. A Home Security System Based on Smartphone Sensors
    Michael Mahler, Qinghua Li, and Ang Li,
    IEEE International Conference on Pervasive Computing and Communications (PerCom), 2017.
  24. PrivacyCamera: Privacy-Aware Photographing with Mobile Phones
    Ang Li, Qinghua Li, and Wei Gao,
    IEEE International Conference on Sensing, Communication and Networking (SECON), 2016.
  25. Evaluating the Capability and Performance of Access Control Policy Verification Tools
    Ang Li, Qinghua Li, Vincent C. Hu, and Jia Di,
    IEEE Military Communications Conference (MILCOM), 2015.

Journal and Magazine Publications

  1. TPrune: Efficient Transformer Pruning for Mobile Devices
    Jiachen Mao, Huanrui Yang, Ang Li, Hai Li, and Yiran Chen, ACM Transactions on Cyber-Physical Systems, 2021.
  2. PrivacyEye: A Privacy-Preserving and Computationally Efficient Deep Learning-based Mobile Video Analytics System
    Wei Du, Ang Li, Pan Zhou, Ben Niu, Dapeng Wu, IEEE Transactions ơn Mobile Computing, 2021.
  3. Joint Traffic Control and Multi-Channel Reassignment for Core Backbone Network in SDN-IoT: A Multi-Agent Deep Reinforcement Learning Approac
    Tong Wu, Pan Zhou, Binghui Wang, Ang Li, Xueming Tang, Zichuan Xu, Kai Chen, and Xiaofeng Ding, IEEE Transactions on Network Science and Engineering, 2020.
  4. Approximate to be Great: Communication Efficient and Privacy-preserving Large-scale Distributed Deep Learning in Internet of Things
    Wei Du, Ang Li, Pan Zhou, Zichuan Xu, Xiumin Wang, Hao Jiang, and Dapeng Wu, IEEE Internet of Things Journal, 2020.
  5. The QoS and Privacy Trade-off of Adversarial Deep Learning: An Evolutionary Game Approach
    Zhe Sun, Lihua Yin, Chao Li, Weizhe Zhang, Ang Li, and Zhihong Tian, Elsevier Computers & Security, 2020.
  6. Massive Maritime Path Planning: A Contextual Online Learning Approach
    Pan Zhou, Weiguang Zhao, Jianghui Li, Ang Li, Wei Du, and Shiping Wen, IEEE Transactions on Cybernetics, 2020.

Book Chapter

Special Publications