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 26–50 of 523 papers

Title	Date	Tasks	Status	Hype
Defending Against Backdoor Attacks in Natural Language Generation	Jun 3, 2021	Backdoor AttackDialogue Generation	CodeCode Available	1
Embedding and Extraction of Knowledge in Tree Ensemble Classifiers	Oct 16, 2020	Backdoor AttackBIG-bench Machine Learning	CodeCode Available	1
A new Backdoor Attack in CNNs by training set corruption without label poisoning	Feb 12, 2019	Backdoor AttackGeneral Classification	CodeCode Available	1
Fast-FedUL: A Training-Free Federated Unlearning with Provable Skew Resilience	May 28, 2024	Backdoor AttackData Poisoning	CodeCode Available	1
Backdoor Defense via Deconfounded Representation Learning	Mar 13, 2023	Backdoor Attackbackdoor defense	CodeCode Available	1
Backdoor Attack with Sparse and Invisible Trigger	May 11, 2023	Backdoor Attack	CodeCode Available	1
BadCLIP: Dual-Embedding Guided Backdoor Attack on Multimodal Contrastive Learning	Nov 20, 2023	Backdoor AttackContrastive Learning	CodeCode Available	1
Anti-Distillation Backdoor Attacks: Backdoors Can Really Survive in Knowledge Distillation	Oct 24, 2021	Backdoor AttackKnowledge Distillation	CodeCode Available	1
Anti-Backdoor Learning: Training Clean Models on Poisoned Data	Oct 22, 2021	Backdoor Attack	CodeCode Available	1
Backdoor Attacks on Self-Supervised Learning	May 21, 2021	Backdoor AttackInductive Bias	CodeCode Available	1
Backdoor Attacks to Graph Neural Networks	Jun 19, 2020	Backdoor AttackGeneral Classification	CodeCode Available	1
Backdoor Attacks on Crowd Counting	Jul 12, 2022	Backdoor AttackCrowd Counting	CodeCode Available	1
Backdoor Attacks Against Dataset Distillation	Jan 3, 2023	Backdoor AttackDataset Distillation	CodeCode Available	1
Can We Mitigate Backdoor Attack Using Adversarial Detection Methods?	Jun 26, 2020	Adversarial DefenseBackdoor Attack	CodeCode Available	1
BadEncoder: Backdoor Attacks to Pre-trained Encoders in Self-Supervised Learning	Aug 1, 2021	Backdoor AttackSelf-Supervised Learning	CodeCode Available	1
BadMerging: Backdoor Attacks Against Model Merging	Aug 14, 2024	Backdoor Attackmodel	CodeCode Available	1
BadPrompt: Backdoor Attacks on Continuous Prompts	Nov 27, 2022	Backdoor AttackPrompt Learning	CodeCode Available	1
Backdoor Attacks for Remote Sensing Data with Wavelet Transform	Nov 15, 2022	Backdoor Attackbackdoor defense	CodeCode Available	1
Backdoor Attack against Speaker Verification	Oct 22, 2020	Backdoor AttackClustering	CodeCode Available	1
Backdoor Attacks on Federated Learning with Lottery Ticket Hypothesis	Sep 22, 2021	Backdoor AttackFederated Learning	CodeCode Available	1
Be Careful about Poisoned Word Embeddings: Exploring the Vulnerability of the Embedding Layers in NLP Models	Mar 29, 2021	Backdoor AttackData Poisoning	CodeCode Available	1
CleanCLIP: Mitigating Data Poisoning Attacks in Multimodal Contrastive Learning	Mar 6, 2023	Backdoor AttackContrastive Learning	CodeCode Available	1
Backdoor Attack on Hash-based Image Retrieval via Clean-label Data Poisoning	Sep 18, 2021	Backdoor AttackData Poisoning	CodeCode Available	1
Composite Backdoor Attacks Against Large Language Models	Oct 11, 2023	Backdoor Attack	CodeCode Available	1
BadCM: Invisible Backdoor Attack Against Cross-Modal Learning	Oct 3, 2024	Backdoor AttackCross-Modal Retrieval	CodeCode Available	1

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