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Adversarial Purification

A class of adversarial defense methods that remove adversarial perturbations using a generative model.

Papers

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Showing 1–10 of 65 papers

Title	Date	Tasks	Status	Hype
Diffusion Models for Adversarial Purification	May 16, 2022	Adversarial Purification	CodeCode Available	2
FlowPure: Continuous Normalizing Flows for Adversarial Purification	May 19, 2025	Adversarial PurificationAdversarial Robustness	CodeCode Available	1
Guardians of Image Quality: Benchmarking Defenses Against Adversarial Attacks on Image Quality Metrics	Aug 2, 2024	Adversarial AttackAdversarial Purification	CodeCode Available	1
Adversarial Training on Purification (AToP): Advancing Both Robustness and Generalization	Jan 29, 2024	Adversarial Purification	CodeCode Available	1
MalPurifier: Enhancing Android Malware Detection with Adversarial Purification against Evasion Attacks	Dec 11, 2023	Adversarial PurificationAndroid Malware Detection	CodeCode Available	1
Diffusion models meet image counter-forensics	Nov 22, 2023	Adversarial Purification	CodeCode Available	1
DiffAttack: Evasion Attacks Against Diffusion-Based Adversarial Purification	Oct 27, 2023	Adversarial Purification	CodeCode Available	1
Universal Adversarial Defense in Remote Sensing Based on Pre-trained Denoising Diffusion Models	Jul 31, 2023	Adversarial DefenseAdversarial Purification	CodeCode Available	1
Robust Evaluation of Diffusion-Based Adversarial Purification	Mar 16, 2023	Adversarial Purification	CodeCode Available	1
Defending against Adversarial Audio via Diffusion Model	Mar 2, 2023	Adversarial Purificationmodel	CodeCode Available	1

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