Attack Evaluation

Prediction Poisoning: Towards Defenses Against DNN Model Stealing Attacks

Authors: Tribhuvanesh Orekondy, Bernt Schiele, Mario Fritz | Published: 2019-06-26 | Updated: 2020-03-03
Certified Robustness
Detection of Model Extraction Attacks
Attack Evaluation
2019.06.26 2025.05.28
Literature Database

Misleading Authorship Attribution of Source Code using Adversarial Learning

Authors: Erwin Quiring, Alwin Maier, Konrad Rieck | Published: 2019-05-29 | Updated: 2019-05-31
Attack Evaluation
Adversarial attack
Author Attribution Method
2019.05.29 2025.05.28
Literature Database

Implementing SCADA Scenarios and Introducing Attacks to Obtain Training Data for Intrusion Detection Methods

Authors: Simon Duque Antón, Michael Gundall, Daniel Fraunholz, Hans Dieter Schotten | Published: 2019-05-28
Data Collection Method
Attack Evaluation
Machine Learning
2019.05.28 2025.05.28
Literature Database

Beyond Explainability: Leveraging Interpretability for Improved Adversarial Learning

Authors: Devinder Kumar, Ibrahim Ben-Daya, Kanav Vats, Jeffery Feng, Graham Taylor and, Alexander Wong | Published: 2019-04-21
Attack Evaluation
Adversarial Training
Machine Learning Technology
2019.04.21 2025.05.28
Literature Database

Robust Website Fingerprinting Through the Cache Occupancy Channel

Authors: Anatoly Shusterman, Lachlan Kang, Yarden Haskal, Yosef Meltser, Prateek Mittal, Yossi Oren, Yuval Yarom | Published: 2018-11-17 | Updated: 2019-02-21
Fingerprinting Method
Attack Evaluation
Defense Method
2018.11.17 2025.05.28
Literature Database

RadIoT: Radio Communications Intrusion Detection for IoT – A Protocol Independent Approach

Authors: Jonathan Roux, Eric Alata, Guillaume Auriol, Mohamed Kaâniche, Vincent Nicomette, Romain Cayre | Published: 2018-11-09
IoT Security
Signal Analysis
Attack Evaluation
2018.11.09 2025.05.28
Literature Database

Universal Decision-Based Black-Box Perturbations: Breaking Security-Through-Obscurity Defenses

Authors: Thomas A. Hogan, Bhavya Kailkhura | Published: 2018-11-09 | Updated: 2018-11-13
Trigger Detection
Malicious Content Generation
Attack Evaluation
2018.11.09 2025.05.28
Literature Database

FAdeML: Understanding the Impact of Pre-Processing Noise Filtering on Adversarial Machine Learning

Authors: Faiq Khalid, Muhammmad Abdullah Hanif, Semeen Rehman, Junaid Qadir, Muhammad Shafique | Published: 2018-11-04
Model Extraction Attack
Attack Evaluation
Defense Method
2018.11.04 2025.05.28
Literature Database

SSCNets: Robustifying DNNs using Secure Selective Convolutional Filters

Authors: Hassan Ali, Faiq Khalid, Hammad Tariq, Muhammad Abdullah Hanif, Semeen Rehman, Rehan Ahmed, Muhammad Shafique | Published: 2018-11-04 | Updated: 2020-05-15
Trigger Detection
Robustness Improvement
Attack Evaluation
2018.11.04 2025.05.28
Literature Database

Adversarial Robustness Toolbox v1.0.0

Authors: Maria-Irina Nicolae, Mathieu Sinn, Minh Ngoc Tran, Beat Buesser, Ambrish Rawat, Martin Wistuba, Valentina Zantedeschi, Nathalie Baracaldo, Bryant Chen, Heiko Ludwig, Ian M. Molloy, Ben Edwards | Published: 2018-07-03 | Updated: 2019-11-15
Backdoor Attack
Attack Evaluation
Adversarial Learning
2018.07.03 2025.05.28
Literature Database
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