機械学習

Exploring the Robustness of NMT Systems to Nonsensical Inputs

Authors: Akshay Chaturvedi, Abijith KP, Utpal Garain | Published: 2019-08-03 | Updated: 2020-02-28
BLEUスコア評価
敵対的攻撃
機械学習

Implementing SCADA Scenarios and Introducing Attacks to Obtain Training Data for Intrusion Detection Methods

Authors: Simon Duque Antón, Michael Gundall, Daniel Fraunholz, Hans Dieter Schotten | Published: 2019-05-28
データ収集手法
攻撃の評価
機械学習

CharBot: A Simple and Effective Method for Evading DGA Classifiers

Authors: Jonathan Peck, Claire Nie, Raaghavi Sivaguru, Charles Grumer, Femi Olumofin, Bin Yu, Anderson Nascimento, Martine De Cock | Published: 2019-05-03 | Updated: 2019-05-30
マルウェア検出
敵対的攻撃検出
機械学習

Locally Differentially Private Naive Bayes Classification

Authors: Emre Yilmaz, Mohammad Al-Rubaie, J. Morris Chang | Published: 2019-05-03
プライバシー手法
機械学習
次元削減手法

Generative Adversarial Network for Wireless Signal Spoofing

Authors: Yi Shi, Kemal Davaslioglu, Yalin E. Sagduyu | Published: 2019-05-03 | Updated: 2019-05-07
攻撃シナリオ分析
機械学習
物理層セキュリティ

Mimic Learning to Generate a Shareable Network Intrusion Detection Model

Authors: Ahmed Shafee, Mohamed Baza, Douglas A. Talbert, Mostafa M. Fouda, Mahmoud Nabil, Mohamed Mahmoud | Published: 2019-05-02 | Updated: 2020-02-18
ポイズニング
モデル設計
機械学習

You Only Propagate Once: Accelerating Adversarial Training via Maximal Principle

Authors: Dinghuai Zhang, Tianyuan Zhang, Yiping Lu, Zhanxing Zhu, Bin Dong | Published: 2019-05-02 | Updated: 2019-11-01
最適化アルゴリズムの選択と評価
機械学習
適応型敵対的訓練

Extracting vehicle sensor signals from CAN logs for driver re-identification

Authors: Szilvia Lestyan, Gergely Acs, Gergely Biczok, Zsolt Szalay | Published: 2019-02-24 | Updated: 2019-10-25
ランダムフォレスト
機械学習
車両ネットワーク

Machine Learning Attack and Defense on Voltage Over-scaling-based Lightweight Authentication

Authors: Jiliang Zhang, Haihan Su | Published: 2018-07-20 | Updated: 2018-10-18
モデルの設計や精度
敵対的攻撃
機械学習

Implicit Weight Uncertainty in Neural Networks

Authors: Nick Pawlowski, Andrew Brock, Matthew C. H. Lee, Martin Rajchl, Ben Glocker | Published: 2017-11-03 | Updated: 2018-05-25
ロバスト性
敵対的学習
機械学習