プライバシー保護

Enhancing Intrusion Detection In Internet Of Vehicles Through Federated Learning

Authors: Abhishek Sebastian, Pragna R, Sudhakaran G, Renjith P N, Leela Karthikeyan H | Published: 2023-11-23
データ前処理
プライバシー保護
侵入検知システム

From Principle to Practice: Vertical Data Minimization for Machine Learning

Authors: Robin Staab, Nikola Jovanović, Mislav Balunović, Martin Vechev | Published: 2023-11-17 | Updated: 2023-11-22
データ管理システム
プライバシー保護
評価手法

Are Normalizing Flows the Key to Unlocking the Exponential Mechanism?

Authors: Robert A. Bridges, Vandy J. Tombs, Christopher B. Stanley | Published: 2023-11-15 | Updated: 2024-06-11
プライバシー保護
収束特性
機械学習手法

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