AIセキュリティポータルbot

Privacy-Preserving Blockchain Based Federated Learning with Differential Data Sharing

Authors: Anudit Nagar | Published: 2019-12-10
プライバシー保護
ブロックチェーン技術
モデル通信

Deep Learning Based Android Malware Detection Framework

Authors: Soumya Sourav, Devashish Khulbe, Naman Kapoor | Published: 2019-12-10
セキュリティラベル
悪意のあるウェブサイト検出
深層学習

Training Provably Robust Models by Polyhedral Envelope Regularization

Authors: Chen Liu, Mathieu Salzmann, Sabine Süsstrunk | Published: 2019-12-10 | Updated: 2021-09-20
ロバスト性
最適化問題
深層学習手法

Expansion of Cyber Attack Data From Unbalanced Datasets Using Generative Techniques

Authors: Ibrahim Yilmaz, Rahat Masum | Published: 2019-12-10
データ生成
性能評価指標
機械学習技術

Stealing Knowledge from Protected Deep Neural Networks Using Composite Unlabeled Data

Authors: Itay Mosafi, Eli David, Nathan S. Netanyahu | Published: 2019-12-09
DNN IP保護手法
敵対的サンプル
深層学習手法

Machine Unlearning

Authors: Lucas Bourtoule, Varun Chandrasekaran, Christopher A. Choquette-Choo, Hengrui Jia, Adelin Travers, Baiwu Zhang, David Lie, Nicolas Papernot | Published: 2019-12-09 | Updated: 2020-12-15
プライバシー保護
機械学習の基礎
適応型再訓練メカニズム

Hardening Random Forest Cyber Detectors Against Adversarial Attacks

Authors: Giovanni Apruzzese, Mauro Andreolini, Michele Colajanni, Mirco Marchetti | Published: 2019-12-09
データ生成
ロバスト性
敵対的サンプル

Detecting Cyberattacks in Industrial Control Systems Using Online Learning Algorithms

Authors: Guangxia Lia, Yulong Shena, Peilin Zhaob, Xiao Lu, Jia Liu, Yangyang Liu, Steven C. H. Hoi | Published: 2019-12-08
攻撃検出
機械学習技術
産業制御システム

An Empirical Study on the Relation between Network Interpretability and Adversarial Robustness

Authors: Adam Noack, Isaac Ahern, Dejing Dou, Boyang Li | Published: 2019-12-07 | Updated: 2020-12-04
ロバスト性
損失関数
深層学習手法

Principal Component Properties of Adversarial Samples

Authors: Malhar Jere, Sandro Herbig, Christine Lind, Farinaz Koushanfar | Published: 2019-12-07
ロバスト性
敵対的サンプル
敵対的スペクトル攻撃検出