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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 26–50 of 65 papers

TitleStatusHype
Adversarial Purification and Fine-tuning for Robust UDC Image Restoration—0
Adversarial Purification by Consistency-aware Latent Space Optimization on Data Manifolds—0
Adversarial Purification for Data-Driven Power System Event Classifiers with Diffusion Models—0
Adversarial purification for no-reference image-quality metrics: applicability study and new methods—0
Adversarial Purification through Representation Disentanglement—0
Adversarial Text Purification: A Large Language Model Approach for Defense—0
Defending Against Frequency-Based Attacks with Diffusion Models—0
Model-Free Adversarial Purification via Coarse-To-Fine Tensor Network Representation—0
MsMemoryGAN: A Multi-scale Memory GAN for Palm-vein Adversarial Purification—0
Online Adversarial Purification based on Self-supervised Learning—0
Online Adversarial Purification based on Self-Supervision—0
Rapid Plug-in Defenders—0
PuriDefense: Randomized Local Implicit Adversarial Purification for Defending Black-box Query-based Attacks—0
Purify++: Improving Diffusion-Purification with Advanced Diffusion Models and Control of Randomness—0
Text Adversarial Purification as Defense against Adversarial Attacks—0
Robust Diffusion Models for Adversarial Purification—0
Towards Adversarial Purification using Denoising AutoEncoders—0
Towards Understanding the Robustness of Diffusion-Based Purification: A Stochastic Perspective—0
Towards more transferable adversarial attack in black-box manner—0
ZeroPur: Succinct Training-Free Adversarial Purification—0
Guided Diffusion Model for Adversarial Purification from Random Noise—0
How Do Diffusion Models Improve Adversarial Robustness?—0
Improving Adversarial Robustness for 3D Point Cloud Recognition at Test-Time through Purified Self-Training—0
Instant Adversarial Purification with Adversarial Consistency Distillation—0
Large Language Model Sentinel: LLM Agent for Adversarial Purification—0
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