AIセキュリティポータルbot

Neural Networks with Structural Resistance to Adversarial Attacks

Authors: Luca de Alfaro | Published: 2018-09-25
ポイズニング
モデルの頑健性保証
ロバスト性向上手法

Fast Geometrically-Perturbed Adversarial Faces

Authors: Ali Dabouei, Sobhan Soleymani, Jeremy Dawson, Nasser M. Nasrabadi | Published: 2018-09-24 | Updated: 2018-09-28
ロバスト性向上手法
敵対的攻撃手法
生成モデル

Adversarial Defense via Data Dependent Activation Function and Total Variation Minimization

Authors: Bao Wang, Alex T. Lin, Wei Zhu, Penghang Yin, Andrea L. Bertozzi, Stanley J. Osher | Published: 2018-09-23 | Updated: 2020-04-29
モデルの頑健性保証
敵対的学習
敵対的攻撃手法

Unrestricted Adversarial Examples

Authors: Tom B. Brown, Nicholas Carlini, Chiyuan Zhang, Catherine Olsson, Paul Christiano, Ian Goodfellow | Published: 2018-09-22
ロバスト性向上手法
敵対的攻撃手法
防御メカニズム

Adversarial Recommendation: Attack of the Learned Fake Users

Authors: Konstantina Christakopoulou, Arindam Banerjee | Published: 2018-09-21
敵対的サンプル
敵対的攻撃手法
生成モデル

Adversarial Binaries for Authorship Identification

Authors: Xiaozhu Meng, Barton P. Miller, Somesh Jha | Published: 2018-09-21 | Updated: 2018-11-07
バイナリ多様化
敵対的学習
敵対的攻撃手法

Secure Phrase Search for Intelligent Processing of Encrypted Data in Cloud-Based IoT

Authors: Meng Shen, Baoli Ma, Liehuang Zhu, Xiaojiang Du, Ke Xu | Published: 2018-09-21
データ保護手法
プライバシーリスク管理
暗号化手法

Playing the Game of Universal Adversarial Perturbations

Authors: Julien Perolat, Mateusz Malinowski, Bilal Piot, Olivier Pietquin | Published: 2018-09-20 | Updated: 2018-09-25
ロバスト性向上手法
敵対的学習
敵対的攻撃手法

Time is of the Essence: Machine Learning-based Intrusion Detection in Industrial Time Series Data

Authors: Simon Duque Anton, Lia Ahrens, Daniel Fraunholz, Hans Dieter Schotten | Published: 2018-09-20
IoTセキュリティ
IoTトラフィック特性
異常検出手法

HashTran-DNN: A Framework for Enhancing Robustness of Deep Neural Networks against Adversarial Malware Samples

Authors: Deqiang Li, Ramesh Baral, Tao Li, Han Wang, Qianmu Li, Shouhuai Xu | Published: 2018-09-18
ロバスト性向上手法
敵対的サンプル
敵対的攻撃手法