AIセキュリティポータルbot

Quantization enabled Privacy Protection in Decentralized Stochastic Optimization

Authors: Yongqiang Wang, Tamer Basar | Published: 2022-08-07
データプライバシー評価
収束分析
量子化手法

Federated Adversarial Learning: A Framework with Convergence Analysis

Authors: Xiaoxiao Li, Zhao Song, Jiaming Yang | Published: 2022-08-07
ロバスト性評価
適応型敵対的訓練
重み更新手法

LCCDE: A Decision-Based Ensemble Framework for Intrusion Detection in The Internet of Vehicles

Authors: Li Yang, Abdallah Shami, Gary Stevens, Stephen De Rusett | Published: 2022-08-05 | Updated: 2022-09-01
予測の安定性
性能評価
機械学習手法

Federated Learning for Medical Applications: A Taxonomy, Current Trends, Challenges, and Future Research Directions

Authors: Ashish Rauniyar, Desta Haileselassie Hagos, Debesh Jha, Jan Erik Håkegård, Ulas Bagci, Danda B. Rawat, Vladimir Vlassov | Published: 2022-08-05 | Updated: 2023-10-29
データプライバシー評価
医療IoTの進展
医療画像分析

Lethal Dose Conjecture on Data Poisoning

Authors: Wenxiao Wang, Alexander Levine, Soheil Feizi | Published: 2022-08-05 | Updated: 2022-10-18
ロバスト性評価
分類パターン分析
機械学習手法

On False Data Injection Attack against Building Automation Systems

Authors: Michael Cash, Christopher Morales-Gonzalez, Shan Wang, Xipeng Jin, Alex Parlato, Jason Zhu, Qun Zhou Sun, Xinwen Fu | Published: 2022-08-04 | Updated: 2022-09-25
攻撃の評価
攻撃パターン抽出
機械学習手法

Privacy-Preserving Chaotic Extreme Learning Machine with Fully Homomorphic Encryption

Authors: Syed Imtiaz Ahamed, Vadlamani Ravi | Published: 2022-08-04
CKKSスキーム
医療画像分析
機械学習手法

Node Copying: A Random Graph Model for Effective Graph Sampling

Authors: Florence Regol, Soumyasundar Pal, Jianing Sun, Yingxue Zhang, Yanhui Geng, Mark Coates | Published: 2022-08-04
クラスマッピング手法
データ生成
最適化手法

Design of secure and robust cognitive system for malware detection

Authors: Sanket Shukla | Published: 2022-08-03
マルウェア検出
ロバスト性
敵対的サンプル

How Much Privacy Does Federated Learning with Secure Aggregation Guarantee?

Authors: Ahmed Roushdy Elkordy, Jiang Zhang, Yahya H. Ezzeldin, Konstantinos Psounis, Salman Avestimehr | Published: 2022-08-03
セキュアアグリゲーション
プライバシー漏洩
分散学習の効率