Adversarial Example

Robust Classification Under $\ell_0$ Attack for the Gaussian Mixture Model

Authors: Payam Delgosha, Hamed Hassani, Ramtin Pedarsani | Published: 2021-04-05
Convergence Analysis
Adversarial Example
Optimization Problem

SGBA: A Stealthy Scapegoat Backdoor Attack against Deep Neural Networks

Authors: Ying He, Zhili Shen, Chang Xia, Jingyu Hua, Wei Tong, Sheng Zhong | Published: 2021-04-02 | Updated: 2022-05-16
Backdoor Attack Techniques
Poisoning Attack
Adversarial Example

Smoothness Analysis of Adversarial Training

Authors: Sekitoshi Kanai, Masanori Yamada, Hiroshi Takahashi, Yuki Yamanaka, Yasutoshi Ida | Published: 2021-03-02 | Updated: 2023-03-06
Data Dependency
Adversarial Example
Adversarial Spectrum Attack Detection

Adversarial Information Bottleneck

Authors: Penglong Zhai, Shihua Zhang | Published: 2021-02-28 | Updated: 2021-03-03
Model Performance Evaluation
Adversarial Example
Adversarial Training

Adversarial Robustness with Non-uniform Perturbations

Authors: Ecenaz Erdemir, Jeffrey Bickford, Luca Melis, Sergul Aydore | Published: 2021-02-24 | Updated: 2021-10-29
Malware Detection Method
Adversarial Example
Adversarial Example Detection

Resilience of Bayesian Layer-Wise Explanations under Adversarial Attacks

Authors: Ginevra Carbone, Guido Sanguinetti, Luca Bortolussi | Published: 2021-02-22 | Updated: 2022-05-05
Bayesian Classification
Poisoning
Adversarial Example

Bridging the Gap Between Adversarial Robustness and Optimization Bias

Authors: Fartash Faghri, Sven Gowal, Cristina Vasconcelos, David J. Fleet, Fabian Pedregosa, Nicolas Le Roux | Published: 2021-02-17 | Updated: 2021-06-07
Model Architecture
Adversarial Example
Adversarial Training

Towards Certifying L-infinity Robustness using Neural Networks with L-inf-dist Neurons

Authors: Bohang Zhang, Tianle Cai, Zhou Lu, Di He, Liwei Wang | Published: 2021-02-10 | Updated: 2021-06-14
Dataset evaluation
Model Performance Evaluation
Adversarial Example

Generating Black-Box Adversarial Examples in Sparse Domain

Authors: Hadi Zanddizari, Behnam Zeinali, J. Morris Chang | Published: 2021-01-22 | Updated: 2021-10-15
Performance Evaluation
Adversarial Example
Adversarial attack

With False Friends Like These, Who Can Notice Mistakes?

Authors: Lue Tao, Lei Feng, Jinfeng Yi, Songcan Chen | Published: 2020-12-29 | Updated: 2021-12-13
Adversarial Example
Adversarial Learning
Defense Mechanism