Input Reconstruction Attack against Vertical Federated Large Language Models
Authors: Fei Zheng | Published: 2023-11-07 | Updated: 2023-11-24
Privacy Protection
DPZero: Private Fine-Tuning of Language Models without Backpropagation
Authors: Liang Zhang, Bingcong Li, Kiran Koshy Thekumparampil, Sewoong Oh, Niao He | Published: 2023-10-14 | Updated: 2024-06-06
Practical, Private Assurance of the Value of Collaboration via Fully Homomorphic Encryption
Authors: Hassan Jameel Asghar, Zhigang Lu, Zhongrui Zhao, Dali Kaafar | Published: 2023-10-04 | Updated: 2024-10-07
zkFL: Zero-Knowledge Proof-based Gradient Aggregation for Federated Learning
Authors: Zhipeng Wang, Nanqing Dong, Jiahao Sun, William Knottenbelt, Yike Guo | Published: 2023-10-04 | Updated: 2024-05-10
FLEDGE: Ledger-based Federated Learning Resilient to Inference and Backdoor Attacks
Authors: Jorge Castillo, Phillip Rieger, Hossein Fereidooni, Qian Chen, Ahmad Sadeghi | Published: 2023-10-03
Generating tabular datasets under differential privacy
Authors: Gianluca Truda | Published: 2023-08-28
ULDP-FL: Federated Learning with Across Silo User-Level Differential Privacy
Authors: Fumiyuki Kato, Li Xiong, Shun Takagi, Yang Cao, Masatoshi Yoshikawa | Published: 2023-08-23 | Updated: 2024-06-16
Unsupervised anomalies detection in IIoT edge devices networks using federated learning
Authors: Niyomukiza Thamar, Hossam Samy Elsaid Sharara | Published: 2023-08-23
ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations
Authors: Xinpeng Ling, Jie Fu, Kuncan Wang, Haitao Liu, Zhili Chen | Published: 2023-08-21 | Updated: 2024-05-22
Federated Learning for Connected and Automated Vehicles: A Survey of Existing Approaches and Challenges
Authors: Vishnu Pandi Chellapandi, Liangqi Yuan, Christopher G. Brinton, Stanislaw H Zak, Ziran Wang | Published: 2023-08-21 | Updated: 2023-11-11