adversarial-defense

There are 2 repositories under adversarial-defense topic.

thunlp / TAADpapers
Must-read Papers on Textual Adversarial Attack and Defense
adversarial-attacks adversarial-defense adversarial-learning natural-language-processing nlp paper-list
Language:Python 1542
Verified-Intelligence / auto_LiRPA
auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs
adversarial-machine-learning robustness robustness-verification adversarial-defense adversarial-examples ibp-bounds crown-bound certified-defense-models
Language:Python 304
Hadisalman / smoothing-adversarial
Code for our NeurIPS 2019 *spotlight* "Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers"
adversarial-defense adversarial-machine-learning deep-neural-networks
Language:Python 225
tao-bai / attack-and-defense-methods
A curated list of papers on adversarial machine learning (adversarial examples and defense methods).
adversarial-machine-learning adversarial-attacks adversarial-examples adversarial-defense machine-learning
Language:TeX 210
nebula-beta / awesome-adversarial-deep-learning
A list of awesome resources for adversarial attack and defense method in deep learning
adversarial-attacks adversarial-defense computer-vision deep-learning
132
as791 / Adversarial-Example-Attack-and-Defense
This repository contains the implementation of three adversarial example attack methods FGSM, IFGSM, MI-FGSM and one Distillation as defense against all attacks using MNIST dataset.
adversarial-attacks adversarial-defense adversarial-examples attack defense distillation fgsm mi-fgsm pytorch-implementation temperature
Language:Jupyter Notebook 126
RobustVLM
chs20 / RobustVLM
[ICML 2024] Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models
adversarial-attacks adversarial-defense ai clip ml vision-language-model
Language:Python 124
microsoft / denoised-smoothing
Provably defending pretrained classifiers including the Azure, Google, AWS, and Clarifai APIs
deep-learning machine-learning adversarial-defense adversarial-examples neural-networks computer-vision provable-defense adversarial-robustness image-classification aws-rekognition google-cloud-vision clarifai azure-computer-vision
Language:Jupyter Notebook 96
huanzhang12 / CROWN-IBP
Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTorch).
adversarial-defense adversarial-examples adversarial-machine-learning crown-bounds crown-ibp ibp-bounds robustness robustness-verification verified-errors
Language:Python 93
davide97l / rl-policies-attacks-defenses
Adversarial attacks on Deep Reinforcement Learning (RL)
reinforcement-learning adversarial-attacks adversarial-training tianshou dqn a2c ppo gym-environment atari-games uniform-attack strategically-timed-attack critical-point-attack deep-reinforcement-learning ppo-agent a2c-agent adversarial-policies dqn-agents pytorch adversarial-defense
Language:Jupyter Notebook 88
AI-secure / InfoBERT
[ICLR 2021] "InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective" by Boxin Wang, Shuohang Wang, Yu Cheng, Zhe Gan, Ruoxi Jia, Bo Li, Jingjing Liu
bert language-models adversarial-attacks adversarial-defense adversarial-robustness roberta information-theory
Language:Python 85
ForeverPs / Robust-Classification
CVPR 2022 Workshop Robust Classification
adversarial-attacks adversarial-defense classification computer-vision
Language:Python 78
dongyp13 / Adversarial-Distributional-Training
Adversarial Distributional Training (NeurIPS 2020)
adversarial-machine-learning adversarial-training robustness adversarial-defense neurips-2020 pytorch
Language:Python 63
wunderwuzzi23 / mlattacks
Machine Learning Attack Series
adversarial-machine-learning adversarial-examples redteam machinelearning adversarial-defense
Language:Jupyter Notebook 60
lionelmessi6410 / awesome-real-world-adversarial-examples
😎 A curated list of awesome real-world adversarial examples resources
adversarial-machine-learning adversarial-attacks adversarial-defense real-world awesome
59
wssun / TiSE-CodeLM-Security
This repository provide the studies on the security of language models for code (CodeLMs).
adversarial-attacks adversarial-defense ai-security ai4se backdoor-attacks backdoor-defense code-intelligence language-model lm4se security lm4code
Language:Python 47
Adversarial-Patch-Training
sukrutrao / Adversarial-Patch-Training
Code for the paper: Adversarial Training Against Location-Optimized Adversarial Patches. ECCV-W 2020.
adversarial-training adversarial-defense adversarial-machine-learning adversarial-patches python
Language:Python 46
CVPR_2019_PNI
elliothe / CVPR_2019_PNI
pytorch implementation of Parametric Noise Injection for adversarial defense
adversarial-defense ai-security
Language:Python 44
dvlab-research / LBGAT
Learnable Boundary Guided Adversarial Training (ICCV2021)
adversarial-defense adversarial-training robustness adversarial-attacks image-recognition iccv2021
Language:Python 38
YonghaoXu / SACNet
[IEEE TIP 2021] Self-Attention Context Network: Addressing the Threat of Adversarial Attacks for Hyperspectral Image Classification
pytorch adversarial-examples adversarial-attacks adversarial-defense hyperspectral-image-classification deep-learning
Language:Python 36
cornell-zhang / GARNET
GARNET: Reduced-Rank Topology Learning for Robust and Scalable Graph Neural Networks
adversarial-defense graph-neural-networks graphical-lasso spectral-methods
Language:Python 35
jh-jeong / smoothing-consistency
Code for the paper "Consistency Regularization for Certified Robustness of Smoothed Classifiers" (NeurIPS 2020)
adversarial-machine-learning deep-learning randomized-smoothing adversarial-defense neurips2020 robustness
Language:Python 35
wkim97 / FSR
Feature Separation and Recalibration (CVPR 2023 Highlights)
adversarial-defense adversarial-training deep-learning pytorch cvpr2023
Language:Python 31
Harry24k / catastrophic-overfitting
Understanding Catastrophic Overfitting in Single-step Adversarial Training [AAAI 2021]
adversarial-attacks adversarial-defense adversarial-training catastrophic-overfitting
Language:Jupyter Notebook 28
SEC4SR / SEC4SR
Source Code for 'SECurity evaluation platform FOR Speaker Recognition' released in 'Defending against Audio Adversarial Examples on Speaker Recognition Systems'
adversarial-attacks adversarial-defense speaker-identification speaker-recognition speaker-verification
Language:Python 26
cdluminate / advrank
Adversarial Ranking Attack and Defense, ECCV, 2020.
eccv-2020 adversarial-machine-learning ranking metric-learning adversarial-attacks adversarial-defense
Language:Python 24
cdluminate / robrank
Adversarial Attack and Defense in Deep Ranking, T-PAMI, 2024
ranking metric-learning adversarial-attacks deep-metric-learning dml adversarial-defense adversarial-machine-learning adversarial-robustness adversarial-training
Language:Python 24
rshaojimmy / OSAD
[ECCV 2020] Pytorch codes for Open-set Adversarial Defense
adversarial-defense open-set-recognition
Language:Python 23
jh-jeong / smoothmix
Code for the paper "SmoothMix: Training Confidence-calibrated Smoothed Classifiers for Certified Robustness" (NeurIPS 2021)
paper machine-learning deep-learning robustness randomized-smoothing neurips-2021 adversarial-defense
Language:Roff 21
cdluminate / robdml
Enhancing Adversarial Robustness for Deep Metric Learning, CVPR, 2022
cvpr2022 deep-metric-learning adversarial-defense
Language:Python 20
sayakpaul / Denoised-Smoothing-TF
Minimal implementation of Denoised Smoothing (https://arxiv.org/abs/2003.01908) in TensorFlow.
adversarial-defense randomized-smoothing robustness vision tensorflow denoised-randomized-smoothing
Language:Jupyter Notebook 20
tangxianfeng / PA-GNN
Implementation of paper "Transferring Robustness for Graph Neural Network Against Poisoning Attacks".
machine-learning meta-learning graph-mining adversarial-defense deep-learning neural-networks graph-neural-networks
Language:Python 20
CEA-LIST / adv-reid
Metric Adversarial Attacks and Defense
metric-adversarial-attacks metric-learning re-identification adversarial-defense adversarial-training adversarial-examples adversarial-attacks
Language:Python 18
LSA
khalooei / LSA
LSA : Layer Sustainability Analysis framework for the analysis of layer vulnerability in a given neural network. LSA can be a helpful toolkit to assess deep neural networks and to extend the adversarial training approaches towards improving the sustainability of model layers via layer monitoring and analysis.
neural-network deep-learning deep-neural-networks adversarial-defense adversarial-attacks adversarial-machine-learning interpretable-machine-learning interpretability
Language:Python 17
AristiPap / Adversarial_ML_Research
:computer: :bulb: Bachelor's Thesis on Adversarial Machine Learning Attacks and Defences
adversarial-attacks adversarial-defense adversarial-machine-learning adversarial-training classification deep-neural-networks deeplearning neural-networks
Language:Jupyter Notebook 16
YudiDong / GAN-based-E2E-communications-system-for-defense-against-adversarial-attack
A Robust Adversarial Network-Based End-to-End Communications System With Strong Generalization Ability Against Adversarial Attacks
end-to-end-communications-system generative-adversarial-network adversarial-defense
Language:Python 16

adversarial-defense

thunlp / TAADpapers

Verified-Intelligence / auto_LiRPA

Hadisalman / smoothing-adversarial

tao-bai / attack-and-defense-methods

nebula-beta / awesome-adversarial-deep-learning

as791 / Adversarial-Example-Attack-and-Defense

chs20 / RobustVLM

microsoft / denoised-smoothing

huanzhang12 / CROWN-IBP

davide97l / rl-policies-attacks-defenses

AI-secure / InfoBERT

ForeverPs / Robust-Classification

dongyp13 / Adversarial-Distributional-Training

wunderwuzzi23 / mlattacks

lionelmessi6410 / awesome-real-world-adversarial-examples

wssun / TiSE-CodeLM-Security

sukrutrao / Adversarial-Patch-Training

elliothe / CVPR_2019_PNI

dvlab-research / LBGAT

YonghaoXu / SACNet

cornell-zhang / GARNET

jh-jeong / smoothing-consistency

wkim97 / FSR

Harry24k / catastrophic-overfitting

SEC4SR / SEC4SR

cdluminate / advrank

cdluminate / robrank

rshaojimmy / OSAD

jh-jeong / smoothmix

cdluminate / robdml

sayakpaul / Denoised-Smoothing-TF

tangxianfeng / PA-GNN

CEA-LIST / adv-reid

khalooei / LSA

AristiPap / Adversarial_ML_Research

YudiDong / GAN-based-E2E-communications-system-for-defense-against-adversarial-attack