Adversarial Example

Adversarially Robust Learning Could Leverage Computational Hardness

Authors: Sanjam Garg, Somesh Jha, Saeed Mahloujifar, Mohammad Mahmoody | Published: 2019-05-28 | Updated: 2019-12-19
Adversarial Example
Adversarial Learning
Computational Consistency
2019.05.28 2025.05.28
Literature Database

Non-Determinism in Neural Networks for Adversarial Robustness

Authors: Daanish Ali Khan, Linhong Li, Ninghao Sha, Zhuoran Liu, Abelino Jimenez, Bhiksha Raj, Rita Singh | Published: 2019-05-26
Poisoning
Adversarial Example
Adversarial Example Detection
2019.05.26 2025.05.28
Literature Database

Rearchitecting Classification Frameworks For Increased Robustness

Authors: Varun Chandrasekaran, Brian Tang, Nicolas Papernot, Kassem Fawaz, Somesh Jha, Xi Wu | Published: 2019-05-26 | Updated: 2019-12-03
Robustness Improvement
Generalization Performance
Adversarial Example
2019.05.26 2025.05.28
Literature Database

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
Impact of Generalization
Adversarial Example
Vulnerability of Adversarial Examples
2019.05.26 2025.05.28
Literature Database

Adversarial Distillation for Ordered Top-k Attacks

Authors: Zekun Zhang, Tianfu Wu | Published: 2019-05-25
Adversarial Example
Vulnerability of Adversarial Examples
Machine Learning Method
2019.05.25 2025.05.28
Literature Database

Trust but Verify: An Information-Theoretic Explanation for the Adversarial Fragility of Machine Learning Systems, and a General Defense against Adversarial Attacks

Authors: Jirong Yi, Hui Xie, Leixin Zhou, Xiaodong Wu, Weiyu Xu, Raghuraman Mudumbai | Published: 2019-05-25
Adversarial Example
Adversarial Attack Detection
Speech Signal Processing
2019.05.25 2025.05.28
Literature Database

Rethinking Softmax Cross-Entropy Loss for Adversarial Robustness

Authors: Tianyu Pang, Kun Xu, Yinpeng Dong, Chao Du, Ning Chen, Jun Zhu | Published: 2019-05-25 | Updated: 2020-02-20
Impact of Generalization
Adversarial Example
Machine Learning Method
2019.05.25 2025.05.28
Literature Database

Privacy Risks of Securing Machine Learning Models against Adversarial Examples

Authors: Liwei Song, Reza Shokri, Prateek Mittal | Published: 2019-05-24 | Updated: 2019-08-25
Backdoor Attack
Membership Inference
Adversarial Example
2019.05.24 2025.05.28
Literature Database

Thwarting finite difference adversarial attacks with output randomization

Authors: Haidar Khan, Daniel Park, Azer Khan, Bülent Yener | Published: 2019-05-23
Model Performance Evaluation
Attack Detection
Adversarial Example
2019.05.23 2025.05.28
Literature Database

Adversarially Robust Distillation

Authors: Micah Goldblum, Liam Fowl, Soheil Feizi, Tom Goldstein | Published: 2019-05-23 | Updated: 2019-12-02
Model Performance Evaluation
Attack Detection
Adversarial Example
2019.05.23 2025.05.28
Literature Database
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