AIセキュリティポータルbot

Private Multi-Task Learning: Formulation and Applications to Federated Learning

Authors: Shengyuan Hu, Zhiwei Steven Wu, Virginia Smith | Published: 2021-08-30 | Updated: 2023-10-17
プライバシー評価
機械学習手法
連合学習

Student Surpasses Teacher: Imitation Attack for Black-Box NLP APIs

Authors: Qiongkai Xu, Xuanli He, Lingjuan Lyu, Lizhen Qu, Gholamreza Haffari | Published: 2021-08-29 | Updated: 2022-09-04
モデル抽出攻撃
機械学習手法
防御メカニズム

Machine Unlearning of Features and Labels

Authors: Alexander Warnecke, Lukas Pirch, Christian Wressnegger, Konrad Rieck | Published: 2021-08-26 | Updated: 2023-08-07
バックドア攻撃
ポイズニング
機械学習手法

Mitigating Statistical Bias within Differentially Private Synthetic Data

Authors: Sahra Ghalebikesabi, Harrison Wilde, Jack Jewson, Arnaud Doucet, Sebastian Vollmer, Chris Holmes | Published: 2021-08-24 | Updated: 2022-05-19
データ生成
プライバシー評価
機械学習手法

Semantic-Preserving Adversarial Text Attacks

Authors: Xinghao Yang, Weifeng Liu, James Bailey, Dacheng Tao, Wei Liu | Published: 2021-08-23 | Updated: 2023-03-03
アルゴリズム
テキスト生成手法
敵対的サンプル

“Adversarial Examples” for Proof-of-Learning

Authors: Rui Zhang, Jian Liu, Yuan Ding, Zhibo Wu, Qingbiao Wang, Kui Ren | Published: 2021-08-21 | Updated: 2022-04-05
アルゴリズム
トレーニングプロトコル
敵対的サンプル

OACAL: Finding Module-consistent Specifications to Secure Systems from Weakened User Obligations

Authors: Pengcheng Jiang, Kenji Tei | Published: 2021-08-16 | Updated: 2021-11-02
アルゴリズム
モジュール再構成
計算効率

Privacy-Preserving Machine Learning: Methods, Challenges and Directions

Authors: Runhua Xu, Nathalie Baracaldo, James Joshi | Published: 2021-08-10 | Updated: 2021-09-22
プライバシー保護パイプライン
プライバシー評価
ポイズニング

Secure Neuroimaging Analysis using Federated Learning with Homomorphic Encryption

Authors: Dimitris Stripelis, Hamza Saleem, Tanmay Ghai, Nikhil Dhinagar, Umang Gupta, Chrysovalantis Anastasiou, Greg Ver Steeg, Srivatsan Ravi, Muhammad Naveed, Paul M. Thompson, Jose Luis Ambite | Published: 2021-08-07 | Updated: 2021-11-09
アルゴリズム
ポイズニング
連合学習

Adversarial Attacks Against Deep Reinforcement Learning Framework in Internet of Vehicles

Authors: Anum Talpur, Mohan Gurusamy | Published: 2021-08-02 | Updated: 2021-09-16
サイバー脅威
データ汚染検出
リソース消費分析