Backdoor Attack

Backdoor attacks inject maliciously constructed data into a training set so that, at test time, the trained model misclassifies inputs patched with a backdoor trigger as an adversarially-desired target class.

Papers

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Showing 476–500 of 523 papers

Title	Date	Tasks	Status	Hype
Hidden Backdoor Attack against Semantic Segmentation Models	Mar 6, 2021	Autonomous DrivingBackdoor Attack	—Unverified	0
Targeted Attack against Deep Neural Networks via Flipping Limited Weight Bits	Feb 21, 2021	Adversarial AttackBackdoor Attack	CodeCode Available	1
WaNet -- Imperceptible Warping-based Backdoor Attack	Feb 20, 2021	Backdoor Attack	CodeCode Available	1
Adversarial Targeted Forgetting in Regularization and Generative Based Continual Learning Models	Feb 16, 2021	Backdoor Attackclass-incremental learning	—Unverified	0
DeepPayload: Black-box Backdoor Attack on Deep Learning Models through Neural Payload Injection	Jan 18, 2021	Backdoor AttackDeep Learning	—Unverified	0
Red Alarm for Pre-trained Models: Universal Vulnerability to Neuron-Level Backdoor Attacks	Jan 18, 2021	Backdoor Attack	CodeCode Available	1
CLEAR: Clean-Up Sample-Targeted Backdoor in Neural Networks	Jan 1, 2021	Backdoor AttackData Poisoning	—Unverified	0
LIRA: Learnable, Imperceptible and Robust Backdoor Attacks	Jan 1, 2021	Backdoor Attackbackdoor defense	CodeCode Available	1
WaNet - Imperceptible Warping-based Backdoor Attack	Jan 1, 2021	Backdoor Attack	CodeCode Available	1
BAAAN: Backdoor Attacks Against Auto-encoder and GAN-Based Machine Learning Models	Jan 1, 2021	Backdoor AttackBIG-bench Machine Learning	—Unverified	0
Deep Feature Space Trojan Attack of Neural Networks by Controlled Detoxification	Dec 21, 2020	Adversarial AttackBackdoor Attack	CodeCode Available	1
HaS-Nets: A Heal and Select Mechanism to Defend DNNs Against Backdoor Attacks for Data Collection Scenarios	Dec 14, 2020	Backdoor Attack	—Unverified	0
DeepSweep: An Evaluation Framework for Mitigating DNN Backdoor Attacks using Data Augmentation	Dec 13, 2020	Backdoor AttackData Augmentation	—Unverified	0
Backdoor Attacks on the DNN Interpretation System	Nov 21, 2020	Backdoor Attack	—Unverified	0
ONION: A Simple and Effective Defense Against Textual Backdoor Attacks	Nov 20, 2020	Backdoor Attackbackdoor defense	CodeCode Available	1
EEG-Based Brain-Computer Interfaces Are Vulnerable to Backdoor Attacks	Oct 30, 2020	Backdoor AttackBIG-bench Machine Learning	—Unverified	0
Backdoor Attack against Speaker Verification	Oct 22, 2020	Backdoor AttackClustering	CodeCode Available	1
Embedding and Extraction of Knowledge in Tree Ensemble Classifiers	Oct 16, 2020	Backdoor AttackBIG-bench Machine Learning	CodeCode Available	1
Input-Aware Dynamic Backdoor Attack	Oct 16, 2020	Backdoor AttackDiversity	CodeCode Available	1
Don't Trigger Me! A Triggerless Backdoor Attack Against Deep Neural Networks	Oct 7, 2020	Backdoor Attack	—Unverified	0
BAAAN: Backdoor Attacks Against Autoencoder and GAN-Based Machine Learning Models	Oct 6, 2020	Backdoor AttackBIG-bench Machine Learning	—Unverified	0
Light Can Hack Your Face! Black-box Backdoor Attack on Face Recognition Systems	Sep 15, 2020	Backdoor AttackFace Recognition	—Unverified	0
Practical Detection of Trojan Neural Networks: Data-Limited and Data-Free Cases	Jul 31, 2020	Backdoor Attack	CodeCode Available	1
Backdoor Learning: A Survey	Jul 17, 2020	Adversarial AttackBackdoor Attack	CodeCode Available	2
Deep Learning Backdoors	Jul 16, 2020	Backdoor AttackDeep Learning	—Unverified	0

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