敵対的攻撃手法

Adversarial Attacks and Defences: A Survey

Authors: Anirban Chakraborty, Manaar Alam, Vishal Dey, Anupam Chattopadhyay, Debdeep Mukhopadhyay | Published: 2018-09-28
モデルインバージョン
敵対的サンプル
敵対的攻撃手法

Explainable Black-Box Attacks Against Model-based Authentication

Authors: Washington Garcia, Joseph I. Choi, Suman K. Adari, Somesh Jha, Kevin R. B. Butler | Published: 2018-09-28
XAI(説明可能なAI)
モデルインバージョン
敵対的攻撃手法

Adversarial Attacks on Cognitive Self-Organizing Networks: The Challenge and the Way Forward

Authors: Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha | Published: 2018-09-26
モデルの頑健性保証
敵対的学習
敵対的攻撃手法

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

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

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