Attack Scenario Analysis

Backdoor Smoothing: Demystifying Backdoor Attacks on Deep Neural Networks

Authors: Kathrin Grosse, Taesung Lee, Battista Biggio, Youngja Park, Michael Backes, Ian Molloy | Published: 2020-06-11 | Updated: 2021-11-02
Backdoor Attack
Performance Evaluation
Attack Scenario Analysis

Data Poisoning Attacks on Federated Machine Learning

Authors: Gan Sun, Yang Cong, Jiahua Dong, Qiang Wang, Ji Liu | Published: 2020-04-19
Poisoning
Attack Scenario Analysis
Machine Learning

GAN-Leaks: A Taxonomy of Membership Inference Attacks against Generative Models

Authors: Dingfan Chen, Ning Yu, Yang Zhang, Mario Fritz | Published: 2019-09-09 | Updated: 2020-11-23
Membership Inference
Differential Privacy
Attack Scenario Analysis

Bidirectional RNN-based Few-shot Training for Detecting Multi-stage Attack

Authors: Di Zhao, Jiqiang Liu, Jialin Wang, Wenjia Niu, Endong Tong, Tong Chen, Gang Li | Published: 2019-05-09
DDoS Attack
Attack Scenario Analysis
Machine Learning Method

Cognitive Triaging of Phishing Attacks

Authors: Amber van der Heijden, Luca Allodi | Published: 2019-05-06 | Updated: 2019-05-29
Data Collection Method
Poisoning
Attack Scenario Analysis

Generative Adversarial Network for Wireless Signal Spoofing

Authors: Yi Shi, Kemal Davaslioglu, Yalin E. Sagduyu | Published: 2019-05-03 | Updated: 2019-05-07
Attack Scenario Analysis
Machine Learning
Physical layer security

Cognitive Techniques for Early Detection of Cybersecurity Events

Authors: Sandeep Narayanan, Ashwinkumar Ganesan, Karuna Joshi, Tim Oates, Anupam Joshi, Tim Finin | Published: 2018-08-01
Cyber Threat Intelligence
Attack Scenario Analysis
Knowledge Extraction Method

Architectures for Detecting Interleaved Multi-stage Network Attacks Using Hidden Markov Models

Authors: Tawfeeq Shawly, Ali Elghariani, Jason Kobes, Arif Ghafoor | Published: 2018-07-25 | Updated: 2019-10-30
Markov Model
Attack Scenario Analysis
State Transition Model

Towards Demystifying Membership Inference Attacks

Authors: Stacey Truex, Ling Liu, Mehmet Emre Gursoy, Lei Yu, Wenqi Wei | Published: 2018-06-28 | Updated: 2019-02-01
Membership Inference
Attack Scenario Analysis
Adversarial Learning

Machine learning-assisted virtual patching of web applications

Authors: Gustavo Betarte, Eduardo Giménez, Rodrigo Martínez, Álvaro Pardo | Published: 2018-03-14
Website Vulnerability
Attack Scenario Analysis
Machine Learning Method