プライバシー保護

Input Reconstruction Attack against Vertical Federated Large Language Models

Authors: Fei Zheng | Published: 2023-11-07 | Updated: 2023-11-24
VFLの特性
プライバシー保護
防御手法

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
プライバシー保護
プライバシー保護手法
最適化手法

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
ウォーターマーキング
プライバシー保護
損失関数

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
ウォーターマーキング
プライバシー保護
連合学習

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
バックドア攻撃
プライバシー保護
ポイズニング

Generating tabular datasets under differential privacy

Authors: Gianluca Truda | Published: 2023-08-28
データ生成
プライバシー保護
プライバシー保護手法

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
プライバシー保護
プライバシー保護手法
連合学習

Unsupervised anomalies detection in IIoT edge devices networks using federated learning

Authors: Niyomukiza Thamar, Hossam Samy Elsaid Sharara | Published: 2023-08-23
プライバシー保護
未知の攻撃検出
連合学習

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
プライバシー保護
収束保証
連合学習

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
プライバシー保護
車両ネットワーク
連合学習