文献データベース

Improving SIEM for Critical SCADA Water Infrastructures Using Machine Learning

Authors: Hanan Hindy, David Brosset, Ethan Bayne, Amar Seeam, Xavier Bellekens | Published: 2019-03-06
センサー情報管理
データ依存性
機械学習アルゴリズム

Online Data Poisoning Attack

Authors: Xuezhou Zhang, Xiaojin Zhu, Laurent Lessard | Published: 2019-03-05 | Updated: 2019-05-30
ポイズニング
強化学習攻撃
最適化問題

Adversarial Examples on Graph Data: Deep Insights into Attack and Defense

Authors: Huijun Wu, Chen Wang, Yuriy Tyshetskiy, Andrew Docherty, Kai Lu, Liming Zhu | Published: 2019-03-05 | Updated: 2019-05-22
モデルの頑健性保証
敵対的サンプル
敵対的摂動手法

Complement Objective Training

Authors: Hao-Yun Chen, Pei-Hsin Wang, Chun-Hao Liu, Shih-Chieh Chang, Jia-Yu Pan, Yu-Ting Chen, Wei Wei, Da-Cheng Juan | Published: 2019-03-04 | Updated: 2019-03-21
マルチクラス分類
堅牢性向上手法
敵対的学習

PuVAE: A Variational Autoencoder to Purify Adversarial Examples

Authors: Uiwon Hwang, Jaewoo Park, Hyemi Jang, Sungroh Yoon, Nam Ik Cho | Published: 2019-03-02
ポイズニング
堅牢性向上手法
敵対的摂動手法

Attacking Graph-based Classification via Manipulating the Graph Structure

Authors: Binghui Wang, Neil Zhenqiang Gong | Published: 2019-03-01 | Updated: 2019-08-13
ポイズニング
モデルインバージョン
敵対的グラフ分類

Evaluating Adversarial Evasion Attacks in the Context of Wireless Communications

Authors: Bryse Flowers, R. Michael Buehrer, William C. Headley | Published: 2019-03-01
敵対的学習
敵対的摂動手法
無線チャネル検出

Detecting Target-Area Link-Flooding DDoS Attacks using Traffic Analysis and Supervised Learning

Authors: Mostafa Rezazad, Matthias R. Brust, Mohammad Akbari, Pascal Bouvry, Ngai-Man Cheung | Published: 2019-03-01
DDoS攻撃
IoTトラフィック特性
未知の攻撃検出

TrojDRL: Trojan Attacks on Deep Reinforcement Learning Agents

Authors: Panagiota Kiourti, Kacper Wardega, Susmit Jha, Wenchao Li | Published: 2019-03-01
ポイズニング
強化学習
敵対的攻撃手法

Enhancing the Robustness of Deep Neural Networks by Boundary Conditional GAN

Authors: Ke Sun, Zhanxing Zhu, Zhouchen Lin | Published: 2019-02-28
モデルの頑健性保証
堅牢性向上手法
敵対的学習