adversarial-defense

There are 2 repositories under adversarial-defense topic.

thunlp / TAADpapers
Must-read Papers on Textual Adversarial Attack and Defense
paper-list nlp adversarial-learning adversarial-attacks adversarial-defense natural-language-processing
Language:Python 1459
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 265
Hadisalman / smoothing-adversarial
Code for our NeurIPS 2019 *spotlight* "Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers"
adversarial-machine-learning deep-neural-networks adversarial-defense
Language:Python 221
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 202
nebula-beta / awesome-adversarial-deep-learning
A list of awesome resources for adversarial attack and defense method in deep learning
adversarial-attacks adversarial-defense deep-learning computer-vision
128
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.
pytorch-implementation adversarial-attacks adversarial-defense adversarial-examples mi-fgsm defense distillation attack temperature fgsm
Language:Jupyter Notebook 105
ForeverPs / Robust-Classification
CVPR 2022 Workshop Robust Classification
adversarial-attacks adversarial-defense classification computer-vision
Language:Python 94
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 94
huanzhang12 / CROWN-IBP
Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTorch).
adversarial-machine-learning robustness robustness-verification adversarial-defense adversarial-examples ibp-bounds crown-bounds verified-errors crown-ibp
Language:Python 92
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 82
davide97l / rl-policies-attacks-defenses
Adversarial attacks on Deep Reinforcement Learning (RL)
a2c a2c-agent adversarial-attacks adversarial-defense adversarial-policies adversarial-training atari-games critical-point-attack deep-reinforcement-learning dqn dqn-agents gym-environment ppo ppo-agent pytorch reinforcement-learning strategically-timed-attack tianshou uniform-attack
Language:Jupyter Notebook 72
dongyp13 / Adversarial-Distributional-Training
Adversarial Distributional Training (NeurIPS 2020)
adversarial-machine-learning adversarial-training robustness adversarial-defense neurips-2020 pytorch
Language:Python 59
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
53
RobustVLM
chs20 / RobustVLM
Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models
adversarial-attacks adversarial-defense ai ml vision-language-model clip
Language:Python 48
wunderwuzzi23 / mlattacks
Machine Learning Attack Series
adversarial-defense adversarial-examples adversarial-machine-learning machinelearning redteam
Language:Jupyter Notebook 48
CVPR_2019_PNI
elliothe / CVPR_2019_PNI
pytorch implementation of Parametric Noise Injection for adversarial defense
adversarial-defense ai-security
Language:Python 41
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 40
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 33
dvlab-research / LBGAT
Learnable Boundary Guided Adversarial Training (ICCV2021)
adversarial-attacks adversarial-defense adversarial-training iccv2021 image-recognition robustness
Language:Python 33
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 33
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 28
Harry24k / catastrophic-overfitting
Understanding Catastrophic Overfitting in Single-step Adversarial Training [AAAI 2021]
adversarial-attacks adversarial-training adversarial-defense catastrophic-overfitting
Language:Jupyter Notebook 27
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-recognition speaker-verification speaker-identification
Language:Python 25
cdluminate / advrank
Adversarial Ranking Attack and Defense, ECCV, 2020.
eccv-2020 adversarial-machine-learning ranking metric-learning adversarial-attacks adversarial-defense
Language:Python 24
wkim97 / FSR
Feature Separation and Recalibration (CVPR 2023 Highlights)
adversarial-defense adversarial-training deep-learning pytorch cvpr2023
Language:Python 24
rshaojimmy / OSAD
[ECCV 2020] Pytorch codes for Open-set Adversarial Defense
adversarial-defense open-set-recognition
Language:Python 22
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 / 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 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
cdluminate / robdml
Enhancing Adversarial Robustness for Deep Metric Learning, CVPR, 2022
cvpr2022 deep-metric-learning adversarial-defense
Language:Python 19
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
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 18
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 14
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 14
safreita1 / unmask
Adversarial detection and defense for deep learning systems using robust feature alignment
deep-learning neural-network python machine-learning data-mining robustness adversarial-attacks adversarial-defense adversarial-detection
Language:Jupyter Notebook 13
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 13

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

ForeverPs / Robust-Classification

microsoft / denoised-smoothing

huanzhang12 / CROWN-IBP

AI-secure / InfoBERT

davide97l / rl-policies-attacks-defenses

dongyp13 / Adversarial-Distributional-Training

lionelmessi6410 / awesome-real-world-adversarial-examples

chs20 / RobustVLM

wunderwuzzi23 / mlattacks

elliothe / CVPR_2019_PNI

sukrutrao / Adversarial-Patch-Training

cornell-zhang / GARNET

dvlab-research / LBGAT

jh-jeong / smoothing-consistency

YonghaoXu / SACNet

Harry24k / catastrophic-overfitting

SEC4SR / SEC4SR

cdluminate / advrank

wkim97 / FSR

rshaojimmy / OSAD

jh-jeong / smoothmix

cdluminate / robrank

sayakpaul / Denoised-Smoothing-TF

cdluminate / robdml

CEA-LIST / adv-reid

tangxianfeng / PA-GNN

AristiPap / Adversarial_ML_Research

khalooei / LSA

safreita1 / unmask

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