Attack Method

Channel Effects on Surrogate Models of Adversarial Attacks against Wireless Signal Classifiers

Authors: Brian Kim, Yalin E. Sagduyu, Tugba Erpek, Kemal Davaslioglu, Sennur Ulukus | Published: 2020-12-03 | Updated: 2021-03-09
Attack Method
Adversarial Example
Adversarial Learning

Model Extraction Attacks on Graph Neural Networks: Taxonomy and Realization

Authors: Bang Wu, Xiangwen Yang, Shirui Pan, Xingliang Yuan | Published: 2020-10-24 | Updated: 2021-11-30
Taxonomy of Attacks
Attack Method
Knowledge Graph

Taking Over the Stock Market: Adversarial Perturbations Against Algorithmic Traders

Authors: Elior Nehemya, Yael Mathov, Asaf Shabtai, Yuval Elovici | Published: 2020-10-19 | Updated: 2021-09-02
Attack Method
Machine Learning
Financial Intelligence

GOAT: GPU Outsourcing of Deep Learning Training With Asynchronous Probabilistic Integrity Verification Inside Trusted Execution Environment

Authors: Aref Asvadishirehjini, Murat Kantarcioglu, Bradley Malin | Published: 2020-10-17
TEE Implementation
Poisoning
Attack Method

An Analysis of Robustness of Non-Lipschitz Networks

Authors: Maria-Florina Balcan, Avrim Blum, Dravyansh Sharma, Hongyang Zhang | Published: 2020-10-13 | Updated: 2023-04-18
Loss Function
Attack Method
Adversarial Training

Data Analytics-enabled Intrusion Detection: Evaluations of ToN_IoT Linux Datasets

Authors: Nour Moustafa, Mohiuddin Ahmed, Sherif Ahmed | Published: 2020-10-04
Dataset Generation
Data Extraction and Analysis
Attack Method

Near Optimal Adversarial Attacks on Stochastic Bandits and Defenses with Smoothed Responses

Authors: Shiliang Zuo | Published: 2020-08-21 | Updated: 2024-03-14
Game Theory
Attack Method
Adversarial Learning

Defending Distributed Classifiers Against Data Poisoning Attacks

Authors: Sandamal Weerasinghe, Tansu Alpcan, Sarah M. Erfani, Christopher Leckie | Published: 2020-08-21
Poisoning
Attack Method
Adversarial Learning

Towards Class-Oriented Poisoning Attacks Against Neural Networks

Authors: Bingyin Zhao, Yingjie Lao | Published: 2020-07-31 | Updated: 2021-10-11
Backdoor Attack
Poisoning
Attack Method

Adversarial Attacks with Multiple Antennas Against Deep Learning-Based Modulation Classifiers

Authors: Brian Kim, Yalin E. Sagduyu, Tugba Erpek, Kemal Davaslioglu, Sennur Ulukus | Published: 2020-07-31
Poisoning
Attack Method
Deep Learning