文献データベース

Semantics Preserving Adversarial Learning

Authors: Ousmane Amadou Dia, Elnaz Barshan, Reza Babanezhad | Published: 2019-03-10 | Updated: 2019-12-21
堅牢性向上手法
敵対的サンプルの検知
敵対的摂動手法

A Novel Approach for Protection of Accounts’ Names against Hackers Combining Cluster Analysis and Chaotic Theory

Authors: Desislav Andreev, Simona Petrakieva, Ina Taralova | Published: 2019-03-08
クラスタリング手法
不正取引
初期化手法

Detection of Advanced Malware by Machine Learning Techniques

Authors: Sanjay Sharma, C. Rama Krishna, Sanjay K. Sahay | Published: 2019-03-07
マルウェア進化
ランダムフォレスト
選択手法

Adversarial Out-domain Examples for Generative Models

Authors: Dario Pasquini, Marco Mingione, Massimo Bernaschi | Published: 2019-03-07 | Updated: 2019-05-13
Out-of-Distribution検出
敵対的学習
敵対的訓練

GanDef: A GAN based Adversarial Training Defense for Neural Network Classifier

Authors: Guanxiong Liu, Issa Khalil, Abdallah Khreishah | Published: 2019-03-06
モデルの頑健性保証
敵対的学習
敵対的訓練

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