Backdoor Attack

Back in Black: A Comparative Evaluation of Recent State-Of-The-Art Black-Box Attacks

Authors: Kaleel Mahmood, Rigel Mahmood, Ethan Rathbun, Marten van Dijk | Published: 2021-09-29
Backdoor Attack
Poisoning
Adversarial attack

DeSMP: Differential Privacy-exploited Stealthy Model Poisoning Attacks in Federated Learning

Authors: Md Tamjid Hossain, Shafkat Islam, Shahriar Badsha, Haoting Shen | Published: 2021-09-21
Backdoor Attack
Federated Learning
Defense Mechanism

Excess Capacity and Backdoor Poisoning

Authors: Naren Sarayu Manoj, Avrim Blum | Published: 2021-09-02 | Updated: 2021-11-03
Data Contamination Detection
Backdoor Attack
Adversarial Example

Machine Unlearning of Features and Labels

Authors: Alexander Warnecke, Lukas Pirch, Christian Wressnegger, Konrad Rieck | Published: 2021-08-26 | Updated: 2023-08-07
Backdoor Attack
Poisoning
Machine Learning Method

Advances in adversarial attacks and defenses in computer vision: A survey

Authors: Naveed Akhtar, Ajmal Mian, Navid Kardan, Mubarak Shah | Published: 2021-08-01 | Updated: 2021-09-02
Backdoor Attack
Robustness
Adversarial Example

Can You Hear It? Backdoor Attacks via Ultrasonic Triggers

Authors: Stefanos Koffas, Jing Xu, Mauro Conti, Stjepan Picek | Published: 2021-07-30 | Updated: 2022-03-06
Backdoor Attack
Adversarial attack
Security of Voice Recognition Systems

Accumulative Poisoning Attacks on Real-time Data

Authors: Tianyu Pang, Xiao Yang, Yinpeng Dong, Hang Su, Jun Zhu | Published: 2021-06-18 | Updated: 2021-10-26
Online Learning
Backdoor Attack
Federated Learning

Sleeper Agent: Scalable Hidden Trigger Backdoors for Neural Networks Trained from Scratch

Authors: Hossein Souri, Liam Fowl, Rama Chellappa, Micah Goldblum, Tom Goldstein | Published: 2021-06-16 | Updated: 2022-10-13
Backdoor Attack
Poisoning
Machine Learning

Stealthy Backdoors as Compression Artifacts

Authors: Yulong Tian, Fnu Suya, Fengyuan Xu, David Evans | Published: 2021-04-30
Backdoor Attack
Risks of Model Compression
Vulnerability Analysis

SPECTRE: Defending Against Backdoor Attacks Using Robust Statistics

Authors: Jonathan Hayase, Weihao Kong, Raghav Somani, Sewoong Oh | Published: 2021-04-22
Backdoor Attack
Poisoning
Poisoning Attack