連合学習

RLSA-PFL: Robust Lightweight Secure Aggregation with Model Inconsistency Detection in Privacy-Preserving Federated Learning

Authors: Nazatul H. Sultan, Yan Bo, Yansong Gao, Seyit Camtepe, Arash Mahboubi, Hang Thanh Bui, Aufeef Chauhan, Hamed Aboutorab, Michael Bewong, Dineshkumar Singh, Praveen Gauravaram, Rafiqul Islam, Sharif Abuadbba | Published: 2025-02-13 | Updated: 2025-04-16

プライバシー保護プロトコル

性能評価手法

連合学習

2025.02.13

文献データベース

A Selective Homomorphic Encryption Approach for Faster Privacy-Preserving Federated Learning

Authors: Abdulkadir Korkmaz, Praveen Rao | Published: 2025-01-22 | Updated: 2025-03-27

プライバシー問題

透かし技術

連合学習

2025.01.22 2025.04.03

文献データベース

Attribute Inference Attacks for Federated Regression Tasks

Authors: Francesco Diana, Othmane Marfoq, Chuan Xu, Giovanni Neglia, Frédéric Giroire, Eoin Thomas | Published: 2024-11-19 | Updated: 2025-04-16

プライバシー保護プロトコル

ラベル推論攻撃

連合学習

2024.11.19

文献データベース

Enabling Privacy-Preserving Cyber Threat Detection with Federated Learning

Authors: Yu Bi, Yekai Li, Xuan Feng, Xianghang Mi | Published: 2024-04-08

スパム検出

ポイズニング

連合学習

2024.04.08 2025.04.03

文献データベース

Prompt Public Large Language Models to Synthesize Data for Private On-device Applications

Authors: Shanshan Wu, Zheng Xu, Yanxiang Zhang, Yuanbo Zhang, Daniel Ramage | Published: 2024-04-05 | Updated: 2024-08-07

データセット生成

プライバシー保護手法

連合学習

2024.04.05 2025.04.03

文献データベース

Precision Guided Approach to Mitigate Data Poisoning Attacks in Federated Learning

Authors: K Naveen Kumar, C Krishna Mohan, Aravind Machiry | Published: 2024-04-05

ポイズニング

連合学習

防御手法

2024.04.05 2025.04.03

文献データベース

Goldfish: An Efficient Federated Unlearning Framework

Authors: Houzhe Wang, Xiaojie Zhu, Chi Chen, Paulo Esteves-Veríssimo | Published: 2024-04-04 | Updated: 2024-04-23

モデル性能評価

損失関数

連合学習

2024.04.04 2025.04.03

文献データベース

Resilience in Online Federated Learning: Mitigating Model-Poisoning Attacks via Partial Sharing

Authors: Ehsan Lari, Reza Arablouei, Vinay Chakravarthi Gogineni, Stefan Werner | Published: 2024-03-19 | Updated: 2024-08-16

ポイズニング

通信効率

連合学習

2024.03.19 2025.04.03

文献データベース

FedFisher: Leveraging Fisher Information for One-Shot Federated Learning

Authors: Divyansh Jhunjhunwala, Shiqiang Wang, Gauri Joshi | Published: 2024-03-19

収束保証

通信効率

連合学習

2024.03.19 2025.04.03

文献データベース

Pencil: Private and Extensible Collaborative Learning without the Non-Colluding Assumption

Authors: Xuanqi Liu, Zhuotao Liu, Qi Li, Ke Xu, Mingwei Xu | Published: 2024-03-17

トレーニングプロトコル

プライバシー保護手法

連合学習

2024.03.17 2025.04.03

文献データベース