AIセキュリティポータルbot

Scalable and Differentially Private Distributed Aggregation in the Shuffled Model

Authors: Badih Ghazi, Rasmus Pagh, Ameya Velingker | Published: 2019-06-19 | Updated: 2019-12-02
データ抽出と分析
プライバシー保護
連合学習

Explanations can be manipulated and geometry is to blame

Authors: Ann-Kathrin Dombrowski, Maximilian Alber, Christopher J. Anders, Marcel Ackermann, Klaus-Robert Müller, Pan Kessel | Published: 2019-06-19 | Updated: 2019-09-25
モデルの解釈性
ロバスト性に関する評価
説明可能性に対する攻撃

Convergence of Adversarial Training in Overparametrized Neural Networks

Authors: Ruiqi Gao, Tianle Cai, Haochuan Li, Liwei Wang, Cho-Jui Hsieh, Jason D. Lee | Published: 2019-06-19 | Updated: 2019-11-09
ロバスト性の要件
敵対的サンプル
深層学習手法

Trade-offs and Guarantees of Adversarial Representation Learning for Information Obfuscation

Authors: Han Zhao, Jianfeng Chi, Yuan Tian, Geoffrey J. Gordon | Published: 2019-06-19 | Updated: 2020-10-25
プライバシー保護
メンバーシップ推論
最適化問題

Poisoning Attacks with Generative Adversarial Nets

Authors: Luis Muñoz-González, Bjarne Pfitzner, Matteo Russo, Javier Carnerero-Cano, Emil C. Lupu | Published: 2019-06-18 | Updated: 2019-09-25
バックドア攻撃
攻撃手法
生成的敵対ネットワーク

On the Robustness of the Backdoor-based Watermarking in Deep Neural Networks

Authors: Masoumeh Shafieinejad, Jiaqi Wang, Nils Lukas, Xinda Li, Florian Kerschbaum | Published: 2019-06-18 | Updated: 2019-11-26
DNN IP保護手法
バックドア攻撃
攻撃手法

Measuring Bias in Contextualized Word Representations

Authors: Keita Kurita, Nidhi Vyas, Ayush Pareek, Alan W Black, Yulia Tsvetkov | Published: 2019-06-18
AIによる出力のバイアスの検出
アルゴリズムの公平性
大規模言語モデル

Improving Black-box Adversarial Attacks with a Transfer-based Prior

Authors: Shuyu Cheng, Yinpeng Dong, Tianyu Pang, Hang Su, Jun Zhu | Published: 2019-06-17 | Updated: 2020-07-26
ポイズニング
敵対的摂動手法
最適化問題

Membership Privacy for Machine Learning Models Through Knowledge Transfer

Authors: Virat Shejwalkar, Amir Houmansadr | Published: 2019-06-15 | Updated: 2020-12-31
プライバシー保護
攻撃手法
知識移転性

Real-Time Privacy-Preserving Data Release for Smart Meters

Authors: Mohammadhadi Shateri, Francisco Messina, Pablo Piantanida, Fabrice Labeau | Published: 2019-06-14 | Updated: 2021-11-25
プライバシー保護
時系列分析
非同一データセット