adversarial-attack

[NeurIPS25 & ICML25 Workshop on Reliable and Responsible Foundation Models] A Simple Baseline Achieving Over 90% Success Rate Against the Strong Black-box Models of GPT-4.5/4o/o1. Paper at:https://arxiv.org/abs/2503.10635

attack adversarial-attack lvlms mllms

UpdatedApr 16, 2025
Python

Zoky-2020 /SGA

Star67

Set-level Guidance Attack: Boosting Adversarial Transferability of Vision-Language Pre-training Models. [ICCV 2023 Oral]

adversarial-attack vision-language-pretraining

UpdatedSep 6, 2023
Python

MasterBin-IIAU /CSA

Star64

Official implementation of CVPR2020 Paper "Cooling-Shrinking Attack"

object-tracking adversarial-attack cooling-shrinking

UpdatedJun 22, 2022
Python

asif-hanif /vafa

Star52

[MICCAI 2023] Official code repository of paper titled "Frequency Domain Adversarial Training for Robust Volumetric Medical Segmentation" accepted in MICCAI 2023 conference.

adversarial-training adversarial-attack frequency-domain-attack volumetric-medical-segmentation

UpdatedNov 14, 2023
Python

xunguangwang /ProS-GAN

Star36

[CVPR 2021] Official repository for "Prototype-supervised Adversarial Network for Targeted Attack of Deep Hashing"

deep-hashing adversarial-attack

UpdatedAug 28, 2022
Python

HINTLab /LeBA

Star35

[NeurIPS'20] Learning Black-Box Attackers with Transferable Priors and Query Feedback

black-box attack simba black-box-attacks adversarial-attack leba

UpdatedMar 8, 2021
Python

StolikTomer /SAGA

Star24

SAGA: Spectral Adversarial Geometric Attack on 3D Meshes (ICCV 2023)

pytorch mesh geometry-processing adversarial-attack autoencoder-model

UpdatedSep 25, 2023
Python

poloclub /bluff

Star23

Bluff: Interactively Deciphering Adversarial Attacks on Deep Neural Networks

interactive-visualization interpretability adversarial-attack deep-learning-visualizatoin

UpdatedMay 8, 2023
Jupyter Notebook

kunzhan /ALERT-Motion

Star19

AAAI 2025: Autonomous LLM-enhanced adversarial attack for text-to-motion

motion adversarial-attack llm text-to-motion autonomous-llm

UpdatedSep 15, 2025
Python

Jiaqi0602 /adversarial-attack-from-leakage

Star16

From Gradient Leakage to Adversarial Attacks in Federated Learning

deep-learning neural-network pytorch federated-learning adversarial-attack deep-fake gradient-leakage

UpdatedSep 21, 2021
Jupyter Notebook

FlaAI /TSFool

Star16

Repository of paper "TSFool: Crafting Highly-Imperceptible Adversarial Time Series through Multi-Objective Attack" (ECAI'24 Oral)

rnn time-series-classification adversarial-attack

UpdatedAug 23, 2025
Python

fanghenshaometeor /vanilla-adversarial-training

Star9

vanilla training and adversarial training in PyTorch

deep-learning pytorch vgg cifar10 wideresnet cifar100 adversarial-training adversarial-attack vanilla-training fgsm-attack pgd-attack

UpdatedFeb 19, 2022
Python

asif-hanif /saa

Star7

[ISBI 2025] Official code repository of paper titled "On Frequency Domain Adversarial Vulnerabilities of Volumetric Medical Image Segmentation" accepted in ISBI 2025 conference.

adversarial-training adversarial-attack frequency-domain-attack attack-transferability