敵対的攻撃検出

Adversarial Attacks on Neural Networks for Graph Data

Authors: Daniel Zügner, Amir Akbarnejad, Stephan Günnemann | Published: 2018-05-21 | Updated: 2021-12-09
ポイズニング
モデルの頑健性保証
敵対的攻撃検出

Constructing Unrestricted Adversarial Examples with Generative Models

Authors: Yang Song, Rui Shu, Nate Kushman, Stefano Ermon | Published: 2018-05-21 | Updated: 2018-12-02
敵対的学習
敵対的攻撃検出
生成モデル

Featurized Bidirectional GAN: Adversarial Defense via Adversarially Learned Semantic Inference

Authors: Ruying Bao, Sihang Liang, Qingcan Wang | Published: 2018-05-21 | Updated: 2018-09-29
モデルの頑健性保証
敵対的攻撃検出
透かし設計

Targeted Adversarial Examples for Black Box Audio Systems

Authors: Rohan Taori, Amog Kamsetty, Brenton Chu, Nikita Vemuri | Published: 2018-05-20 | Updated: 2019-08-20
モデルの頑健性保証
敵対的攻撃検出
音声認識システム

Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models

Authors: Pouya Samangouei, Maya Kabkab, Rama Chellappa | Published: 2018-05-17 | Updated: 2018-05-18
モデルの頑健性保証
情報セキュリティ
敵対的攻撃検出

Knowledge Distillation with Adversarial Samples Supporting Decision Boundary

Authors: Byeongho Heo, Minsik Lee, Sangdoo Yun, Jin Young Choi | Published: 2018-05-15 | Updated: 2018-12-14
敵対的サンプル
敵対的攻撃検出
知識蒸留

Detecting Adversarial Samples for Deep Neural Networks through Mutation Testing

Authors: Jingyi Wang, Jun Sun, Peixin Zhang, Xinyu Wang | Published: 2018-05-14 | Updated: 2018-05-17
モデルの頑健性保証
敵対的サンプル
敵対的攻撃検出

Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables

Authors: Bojan Kolosnjaji, Ambra Demontis, Battista Biggio, Davide Maiorca, Giorgio Giacinto, Claudia Eckert, Fabio Roli | Published: 2018-03-12
マルウェア検出手法
敵対的攻撃検出
暗号化技術

Combating Adversarial Attacks Using Sparse Representations

Authors: Soorya Gopalakrishnan, Zhinus Marzi, Upamanyu Madhow, Ramtin Pedarsani | Published: 2018-03-11 | Updated: 2018-07-13
スパース表現
バックドアモデルの検知
敵対的攻撃検出

Towards Imperceptible and Robust Adversarial Example Attacks against Neural Networks

Authors: Bo Luo, Yannan Liu, Lingxiao Wei, Qiang Xu | Published: 2018-01-15
ロバスト性向上手法
敵対的サンプル
敵対的攻撃検出