Lingjuan Lyu

Best Publications

• Privacy-Preserving Blockchain-Based Federated Learning for IoT Devices

  Yang Zhao;Jun Zhao;Linshan Jiang;Rui Tan

  564
  Citations

• Communication-efficient federated learning via knowledge distillation

  Unknown

  478
  Citations

• Local Differential Privacy-Based Federated Learning for Internet of Things

  Yang Zhao;Jun Zhao;Mengmeng Yang;Teng Wang

  432
  Citations

• Privacy and Robustness in Federated Learning: Attacks and Defenses.

  Lingjuan Lyu;Han Yu;Xingjun Ma;Lichao Sun

  406
  Citations

• A federated graph neural network framework for privacy-preserving personalization

  Unknown

  386
  Citations

• Threats to Federated Learning

  Lingjuan Lyu;Han Yu;Jun Zhao;Qiang Yang

  349
  Citations

• Threats to Federated Learning: A Survey

  Lingjuan Lyu;Han Yu;Qiang Yang

  274
  Citations

• Data Poisoning Attacks on Federated Machine Learning

  Gan Sun;Yang Cong;Jiahua Dong;Qiang Wang

  246
  Citations

• PPFA: Privacy Preserving Fog-Enabled Aggregation in Smart Grid

  Lingjuan Lyu;Karthik Nandakumar;Ben Rubinstein;Jiong Jin

  243
  Citations

• FLEAM: A Federated Learning Empowered Architecture to Mitigate DDoS in Industrial IoT

  Jianhua Li;Lingjuan Lyu;Ximeng Liu;Ximeng Liu;Xuyun Zhang

  181
  Citations

• Collaborative Fairness in Federated Learning

  Lingjuan Lyu;Xinyi Xu;Qian Wang;Han Yu

  170
  Citations

• Neural Attention Distillation: Erasing Backdoor Triggers from Deep Neural Networks

  Yige Li;Xixiang Lyu;Nodens Koren;Lingjuan Lyu

  152
  Citations

• Neural Attention Distillation: Erasing Backdoor Triggers from Deep Neural Networks

  Yige Li;Xixiang Lyu;Nodens Koren;Lingjuan Lyu

  136
  Citations

• Fog-Empowered Anomaly Detection in IoT Using Hyperellipsoidal Clustering

  Lingjuan Lyu;Jiong Jin;Sutharshan Rajasegarar;Xuanli He

  119
  Citations

• Federated Model Distillation with Noise-Free Differential Privacy

  Unknown

  119
  Citations

• <scp>FedBERT</scp>: When Federated Learning Meets Pre-training

  Unknown

  105
  Citations

• Anti-Backdoor Learning: Training Clean Models on Poisoned Data

  Yige Li;Xixiang Lyu;Nodens Koren;Lingjuan Lyu

  90
  Citations

• Differential Private Knowledge Transfer for Privacy-Preserving Cross-Domain Recommendation

  Unknown

  86
  Citations

• Privacy-Preserving Collaborative Deep Learning with Application to Human Activity Recognition

  Lingjuan Lyu;Xuanli He;Yee Wei Law;Marimuthu Palaniswami

  78
  Citations

• No One Left Behind: Inclusive Federated Learning over Heterogeneous Devices

  Unknown

  77
  Citations