深層学習技術

Machine and Deep Learning for IoT Security and Privacy: Applications, Challenges, and Future Directions

Authors: Subrato Bharati, Prajoy Podder | Published: 2022-10-24
IoTセキュリティリスク
プライバシー保護
深層学習技術

Authentication of Copy Detection Patterns under Machine Learning Attacks: A Supervised Approach

Authors: Brian Pulfer, Roman Chaban, Yury Belousov, Joakim Tutt, Olga Taran, Taras Holotyak, Slava Voloshynovskiy | Published: 2022-06-23 | Updated: 2022-06-25
アルゴリズム設計
深層学習技術
自己教師あり学習

Query-Efficient Black-box Adversarial Attacks Guided by a Transfer-based Prior

Authors: Yinpeng Dong, Shuyu Cheng, Tianyu Pang, Hang Su, Jun Zhu | Published: 2022-03-13
ポイズニング
最適化手法
深層学習技術

Understanding the Security of Deepfake Detection

Authors: Xiaoyu Cao, Neil Zhenqiang Gong | Published: 2021-07-05 | Updated: 2021-10-06
ポイズニング
深層学習技術
顔認識システム

Towards Scheduling Federated Deep Learning using Meta-Gradients for Inter-Hospital Learning

Authors: Rasheed el-Bouri, Tingting Zhu, David A. Clifton | Published: 2021-07-04
スケジューリング手法
深層学習技術
連合学習

Hunter in the Dark: Discover Anomalous Network Activity Using Deep Ensemble Network

Authors: Shiyi Yang, Hui Guo, Nour Moustafa | Published: 2021-05-19 | Updated: 2021-09-01
MLベースのIDS
パフォーマンス評価
深層学習技術

Undistillable: Making A Nasty Teacher That CANNOT teach students

Authors: Haoyu Ma, Tianlong Chen, Ting-Kuei Hu, Chenyu You, Xiaohui Xie, Zhangyang Wang | Published: 2021-05-16
敵対的学習
深層学習技術
自己教師あり学習

LSDAT: Low-Rank and Sparse Decomposition for Decision-based Adversarial Attack

Authors: Ashkan Esmaeili, Marzieh Edraki, Nazanin Rahnavard, Mubarak Shah, Ajmal Mian | Published: 2021-03-19 | Updated: 2021-03-22
敵対的攻撃手法
最適化問題
深層学習技術

Modeling Multivariate Cyber Risks: Deep Learning Dating Extreme Value Theory

Authors: Mingyue Zhang Wu, Jinzhu Luo, Xing Fang, Maochao Xu, Peng Zhao | Published: 2021-03-15
パフォーマンス評価
リスク評価手法
深層学習技術

Explaining Network Intrusion Detection System Using Explainable AI Framework

Authors: Shraddha Mane, Dattaraj Rao | Published: 2021-03-12
サイバーセキュリティ
モデルアーキテクチャ
深層学習技術