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 1–25 of 523 papers

Title	Date	Tasks	Status	Hype
Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents	Oct 3, 2024	Autonomous DrivingBackdoor Attack	CodeCode Available	3
AgentPoison: Red-teaming LLM Agents via Poisoning Memory or Knowledge Bases	Jul 17, 2024	Autonomous DrivingBackdoor Attack	CodeCode Available	3
Backdoor Learning: A Survey	Jul 17, 2020	Adversarial AttackBackdoor Attack	CodeCode Available	2
Watch Out for Your Agents! Investigating Backdoor Threats to LLM-Based Agents	Feb 17, 2024	Backdoor Attackbackdoor defense	CodeCode Available	2
Test-Time Backdoor Attacks on Multimodal Large Language Models	Feb 13, 2024	Backdoor Attack	CodeCode Available	2
An LLM-Assisted Easy-to-Trigger Backdoor Attack on Code Completion Models: Injecting Disguised Vulnerabilities against Strong Detection	Jun 10, 2024	Backdoor AttackCode Completion	CodeCode Available	2
BAPLe: Backdoor Attacks on Medical Foundational Models using Prompt Learning	Aug 14, 2024	Backdoor AttackPrompt Learning	CodeCode Available	2
BadChain: Backdoor Chain-of-Thought Prompting for Large Language Models	Jan 20, 2024	Backdoor Attack	CodeCode Available	2
BadHash: Invisible Backdoor Attacks against Deep Hashing with Clean Label	Jul 1, 2022	Adversarial AttackBackdoor Attack	CodeCode Available	1
Backdoor Defense via Deconfounded Representation Learning	Mar 13, 2023	Backdoor Attackbackdoor defense	CodeCode Available	1
BadCM: Invisible Backdoor Attack Against Cross-Modal Learning	Oct 3, 2024	Backdoor AttackCross-Modal Retrieval	CodeCode Available	1
BadCLIP: Dual-Embedding Guided Backdoor Attack on Multimodal Contrastive Learning	Nov 20, 2023	Backdoor AttackContrastive Learning	CodeCode Available	1
BadEdit: Backdooring large language models by model editing	Mar 20, 2024	Backdoor Attackknowledge editing	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
Backdoor Attacks on Self-Supervised Learning	May 21, 2021	Backdoor AttackInductive Bias	CodeCode Available	1
Backdoor Attacks for Remote Sensing Data with Wavelet Transform	Nov 15, 2022	Backdoor Attackbackdoor defense	CodeCode Available	1
Backdoor Attacks on Federated Learning with Lottery Ticket Hypothesis	Sep 22, 2021	Backdoor AttackFederated Learning	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
Can We Mitigate Backdoor Attack Using Adversarial Detection Methods?	Jun 26, 2020	Adversarial DefenseBackdoor Attack	CodeCode Available	1
Anti-Distillation Backdoor Attacks: Backdoors Can Really Survive in Knowledge Distillation	Oct 24, 2021	Backdoor AttackKnowledge Distillation	CodeCode Available	1
Backdoor Attack against Speaker Verification	Oct 22, 2020	Backdoor AttackClustering	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
Anti-Backdoor Learning: Training Clean Models on Poisoned Data	Oct 22, 2021	Backdoor Attack	CodeCode Available	1

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