Attack Method

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

TEAM: We Need More Powerful Adversarial Examples for DNNs

Authors: Yaguan Qian, Ximin Zhang, Bin Wang, Wei Li, Zhaoquan Gu, Haijiang Wang, Wassim Swaileh | Published: 2020-07-31 | Updated: 2020-08-10
Attack Method
Adversarial Example
Computational Efficiency

Practical Detection of Trojan Neural Networks: Data-Limited and Data-Free Cases

Authors: Ren Wang, Gaoyuan Zhang, Sijia Liu, Pin-Yu Chen, Jinjun Xiong, Meng Wang | Published: 2020-07-31
Backdoor Attack
Poisoning
Attack Method

Membership Leakage in Label-Only Exposures

Authors: Zheng Li, Yang Zhang | Published: 2020-07-30 | Updated: 2021-09-17
Membership Inference
Performance Evaluation
Attack Method