AIセキュリティポータルbot

Federated Robustness Propagation: Sharing Robustness in Heterogeneous Federated Learning

Authors: Junyuan Hong, Haotao Wang, Zhangyang Wang, Jiayu Zhou | Published: 2021-06-18 | Updated: 2022-07-07
ポイズニング
連合学習
適応型敵対的訓練

Longitudinal Compliance Analysis of Android Applications with Privacy Policies

Authors: Saad Sajid Hashmi, Nazar Waheed, Gioacchino Tangari, Muhammad Ikram, Stephen Smith | Published: 2021-06-18 | Updated: 2021-07-28
データ収集
データ漏洩
プライバシー保護技術

Accumulative Poisoning Attacks on Real-time Data

Authors: Tianyu Pang, Xiao Yang, Yinpeng Dong, Hang Su, Jun Zhu | Published: 2021-06-18 | Updated: 2021-10-26
オンライン学習
バックドア攻撃
連合学習

Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples

Authors: Maura Pintor, Luca Demetrio, Angelo Sotgiu, Ambra Demontis, Nicholas Carlini, Battista Biggio, Fabio Roli | Published: 2021-06-18 | Updated: 2022-10-11
敵対的サンプル
最適化戦略
防御メカニズム

Bad Characters: Imperceptible NLP Attacks

Authors: Nicholas Boucher, Ilia Shumailov, Ross Anderson, Nicolas Papernot | Published: 2021-06-18 | Updated: 2021-12-11
サイバー攻撃
プロンプトインジェクション
機械学習の応用

Localized Uncertainty Attacks

Authors: Ousmane Amadou Dia, Theofanis Karaletsos, Caner Hazirbas, Cristian Canton Ferrer, Ilknur Kaynar Kabul, Erik Meijer | Published: 2021-06-17
サイバー攻撃
不確実性推定
敵対的サンプル

Sleeper Agent: Scalable Hidden Trigger Backdoors for Neural Networks Trained from Scratch

Authors: Hossein Souri, Liam Fowl, Rama Chellappa, Micah Goldblum, Tom Goldstein | Published: 2021-06-16 | Updated: 2022-10-13
バックドア攻撃
ポイズニング
機械学習

Optimal Accounting of Differential Privacy via Characteristic Function

Authors: Yuqing Zhu, Jinshuo Dong, Yu-Xiang Wang | Published: 2021-06-16 | Updated: 2022-05-31
プライバシー保護技術
収束性分析
最適化問題

Spoofing Generalization: When Can’t You Trust Proprietary Models?

Authors: Ankur Moitra, Elchanan Mossel, Colin Sandon | Published: 2021-06-15 | Updated: 2022-03-23
セキュリティ保証
署名スキームの攻撃
計算複雑性

How does Heterophily Impact the Robustness of Graph Neural Networks? Theoretical Connections and Practical Implications

Authors: Jiong Zhu, Junchen Jin, Donald Loveland, Michael T. Schaub, Danai Koutra | Published: 2021-06-14 | Updated: 2022-07-23
データセット評価
モデルの設計や精度
攻撃の分類