文献データベース

Derivation of Information-Theoretically Optimal Adversarial Attacks with Applications to Robust Machine Learning

Authors: Jirong Yi, Raghu Mudumbai, Weiyu Xu | Published: 2020-07-28
攻撃手法
敵対的サンプル
敵対的摂動手法

Swipe dynamics as a means of authentication: results from a Bayesian unsupervised approach

Authors: Parker Lamb, Alexander Millar, Ramon Fuentes | Published: 2020-07-27 | Updated: 2020-10-13
ベイズ分類
ユーザー行動の変化
機械学習

EagerNet: Early Predictions of Neural Networks for Computationally Efficient Intrusion Detection

Authors: Fares Meghdouri, Maximilian Bachl, Tanja Zseby | Published: 2020-07-27 | Updated: 2020-10-15
侵入検知システム
性能評価
計算効率

Feature importance in mobile malware detection

Authors: Vasileios Kouliaridis, Georgios Kambourakis, Tao Peng | Published: 2020-07-27 | Updated: 2020-08-28
データセット分析
マルウェア検出手法
特徴重要度分析

Evaluation of Federated Learning in Phishing Email Detection

Authors: Chandra Thapa, Jun Wen Tang, Alsharif Abuadbba, Yansong Gao, Seyit Camtepe, Surya Nepal, Mahathir Almashor, Yifeng Zheng | Published: 2020-07-27 | Updated: 2021-05-21
プライバシー評価
性能評価
深層学習

Detecting malicious PDF using CNN

Authors: Raphael Fettaya, Yishay Mansour | Published: 2020-07-24 | Updated: 2020-08-02
オンラインマルウェア検出
性能評価
深層学習

Provably Robust Adversarial Examples

Authors: Dimitar I. Dimitrov, Gagandeep Singh, Timon Gehr, Martin Vechev | Published: 2020-07-23 | Updated: 2022-03-17
性能評価
敵対的サンプル
深層学習

Hide-and-Seek Privacy Challenge

Authors: James Jordon, Daniel Jarrett, Jinsung Yoon, Tavian Barnes, Paul Elbers, Patrick Thoral, Ari Ercole, Cheng Zhang, Danielle Belgrave, Mihaela van der Schaar | Published: 2020-07-23 | Updated: 2020-07-24
プライバシー評価
性能評価
生成モデル特性

Private Post-GAN Boosting

Authors: Marcel Neunhoeffer, Zhiwei Steven Wu, Cynthia Dwork | Published: 2020-07-23 | Updated: 2021-03-25
ゲーム理論
プライバシー評価
性能評価

Robust Machine Learning via Privacy/Rate-Distortion Theory

Authors: Ye Wang, Shuchin Aeron, Adnan Siraj Rakin, Toshiaki Koike-Akino, Pierre Moulin | Published: 2020-07-22 | Updated: 2021-05-18
プライバシー評価
最適化問題
防御メカニズム