Robustness Improvement Method

Regularization Helps with Mitigating Poisoning Attacks: Distributionally-Robust Machine Learning Using the Wasserstein Distance

Authors: Farhad Farokhi | Published: 2020-01-29
Robustness Improvement Method
Content Specialized for Toxicity Attacks
Continuous Linear Function
2020.01.29 2025.05.28
Literature Database

Interpreting Machine Learning Malware Detectors Which Leverage N-gram Analysis

Authors: William Briguglio, Sherif Saad | Published: 2020-01-27
Robustness Improvement Method
Machine Learning Technology
Feature Extraction Method
2020.01.27 2025.05.28
Literature Database

On Evaluating Adversarial Robustness

Authors: Nicholas Carlini, Anish Athalye, Nicolas Papernot, Wieland Brendel, Jonas Rauber, Dimitris Tsipras, Ian Goodfellow, Aleksander Madry, Alexey Kurakin | Published: 2019-02-18 | Updated: 2019-02-20
Certified Robustness
Robustness Improvement Method
Adversarial Attack Methods
2019.02.18 2025.05.28
Literature Database

Discretization based Solutions for Secure Machine Learning against Adversarial Attacks

Authors: Priyadarshini Panda, Indranil Chakraborty, Kaushik Roy | Published: 2019-02-08 | Updated: 2019-02-11
Trigger Detection
Certified Robustness
Robustness Improvement Method
2019.02.08 2025.05.28
Literature Database

A Training-based Identification Approach to VIN Adversarial Examples

Authors: Yingdi Wang, Wenjia Niu, Tong Chen, Yingxiao Xiang, Jingjing Liu, Gang Li, Jiqiang Liu | Published: 2018-10-18
Robustness Improvement Method
Adversarial Example Detection
Adversarial Attack Methods
2018.10.18 2025.05.28
Literature Database

ReDMark: Framework for Residual Diffusion Watermarking on Deep Networks

Authors: Mahdi Ahmadi, Alireza Norouzi, S. M. Reza Soroushmehr, Nader Karimi, Kayvan Najarian, Shadrokh Samavi, Ali Emami | Published: 2018-10-16 | Updated: 2018-12-11
Robustness Improvement Method
Performance Evaluation Metrics
Adversarial Learning
2018.10.16 2025.05.28
Literature Database

Shallow-Deep Networks: Understanding and Mitigating Network Overthinking

Authors: Yigitcan Kaya, Sanghyun Hong, Tudor Dumitras | Published: 2018-10-16 | Updated: 2019-05-09
Backdoor Detection
Robustness Improvement Method
Impact of Generalization
2018.10.16 2025.05.28
Literature Database

Adversarial Examples – A Complete Characterisation of the Phenomenon

Authors: Alexandru Constantin Serban, Erik Poll, Joost Visser | Published: 2018-10-02 | Updated: 2019-02-17
Robustness Improvement Method
Adversarial Example
Adversarial Attack Methods
2018.10.02 2025.05.28
Literature Database

Improving the Generalization of Adversarial Training with Domain Adaptation

Authors: Chuanbiao Song, Kun He, Liwei Wang, John E. Hopcroft | Published: 2018-10-01 | Updated: 2019-03-15
Robustness Improvement Method
Adversarial Learning
Adversarial Attack Methods
2018.10.01 2025.05.28
Literature Database

Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network

Authors: Xuanqing Liu, Yao Li, Chongruo Wu, Cho-Jui Hsieh | Published: 2018-10-01 | Updated: 2019-05-04
Certified Robustness
Robustness Improvement Method
Adversarial Learning
2018.10.01 2025.05.28
Literature Database
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