敵対的サンプルの脆弱性

A Survey of Black-Box Adversarial Attacks on Computer Vision Models

Authors: Siddhant Bhambri, Sumanyu Muku, Avinash Tulasi, Arun Balaji Buduru | Published: 2019-12-03 | Updated: 2020-02-07
ポイズニング
敵対的サンプルの脆弱性
防御手法の効果分析

A Method for Computing Class-wise Universal Adversarial Perturbations

Authors: Tejus Gupta, Abhishek Sinha, Nupur Kumari, Mayank Singh, Balaji Krishnamurthy | Published: 2019-12-01
敵対的サンプル
敵対的サンプルの脆弱性
深層学習

Achieving Verified Robustness to Symbol Substitutions via Interval Bound Propagation

Authors: Po-Sen Huang, Robert Stanforth, Johannes Welbl, Chris Dyer, Dani Yogatama, Sven Gowal, Krishnamurthy Dvijotham, Pushmeet Kohli | Published: 2019-09-03 | Updated: 2019-12-20
学習の改善
敵対的サンプル
敵対的サンプルの脆弱性

Metric Learning for Adversarial Robustness

Authors: Chengzhi Mao, Ziyuan Zhong, Junfeng Yang, Carl Vondrick, Baishakhi Ray | Published: 2019-09-03 | Updated: 2019-10-28
ポイズニング
学習の改善
敵対的サンプルの脆弱性

Minimally distorted Adversarial Examples with a Fast Adaptive Boundary Attack

Authors: Francesco Croce, Matthias Hein | Published: 2019-07-03 | Updated: 2020-07-20
ポイズニング
敵対的サンプルの脆弱性
敵対的攻撃

Identifying Classes Susceptible to Adversarial Attacks

Authors: Rangeet Pan, Md Johirul Islam, Shibbir Ahmed, Hridesh Rajan | Published: 2019-05-30
敵対的サンプルの脆弱性
敵対的攻撃手法
深層学習

Bandlimiting Neural Networks Against Adversarial Attacks

Authors: Yuping Lin, Kasra Ahmadi K. A., Hui Jiang | Published: 2019-05-30
ポイズニング
敵対的サンプルの脆弱性
深層学習

Generalizable Adversarial Attacks with Latent Variable Perturbation Modelling

Authors: Avishek Joey Bose, Andre Cianflone, William L. Hamilton | Published: 2019-05-26 | Updated: 2020-01-20
一般化の影響
敵対的サンプル
敵対的サンプルの脆弱性

Purifying Adversarial Perturbation with Adversarially Trained Auto-encoders

Authors: Hebi Li, Qi Xiao, Shixin Tian, Jin Tian | Published: 2019-05-26
攻撃タイプ
敵対的サンプルの脆弱性
機械学習手法

Adversarial Distillation for Ordered Top-k Attacks

Authors: Zekun Zhang, Tianfu Wu | Published: 2019-05-25
敵対的サンプル
敵対的サンプルの脆弱性
機械学習手法