47 results found Sort:

Trusted-AI
adversarial-robustness-toolbox Trusted-AI
1.2k
4.9k
mit
98
Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference - Red and Blue Teams
ai attack python evasion privacy red-team blue-team inference poisoning extraction trusted-ai trustworthy-ai machine-learning adversarial-attacks adversarial-examples artificial-intelligence adversarial-machine-learning
Created 2018-03-15
12,410 commits to main branch, last one 2 days ago
QData
TextAttack QData
397
3.0k
mit
38
TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP https://textattack.readthedocs.io/en/master/
nlp security machine-learning data-augmentation adversarial-attacks adversarial-examples natural-language-processing adversarial-machine-learning
Created 2019-10-15
2,707 commits to master branch, last one 3 months ago
bethgelab
foolbox bethgelab
426
2.8k
mit
46
A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX
jax keras python pytorch tensorflow machine-learning adversarial-attacks adversarial-examples
Created 2017-06-14
1,711 commits to master branch, last one 8 months ago
advboxes
AdvBox advboxes
265
1.4k
apache-2.0
56
Advbox is a toolbox to generate adversarial examples that fool neural networks in PaddlePaddle、PyTorch、Caffe2、MxNet、Keras、TensorFlow and Advbox can benchmark the robustness of machine learning models....
fgsm onnx deepfool security graphpipe paddlepaddle deep-learning machine-learning adversarial-attacks adversarial-example adversarial-examples
Created 2018-08-08
378 commits to master branch, last one 2 years ago
BorealisAI
advertorch BorealisAI
198
1.3k
lgpl-3.0
27
A Toolbox for Adversarial Robustness Research
pytorch toolbox security robustness benchmarking machine-learning adversarial-attacks adversarial-example adversarial-examples adversarial-learning adversarial-perturbations adversarial-machine-learning
Created 2018-11-29
309 commits to master branch, last one 2 years ago
DSE-MSU
DeepRobust DSE-MSU
192
993
mit
17
A pytorch adversarial library for attack and defense methods on images and graphs
defense graph-mining deep-learning machine-learning adversarial-attacks adversarial-examples deep-neural-networks graph-neural-networks graph-convolutional-networks
Created 2019-09-21
856 commits to master branch, last one 4 months ago
MadryLab
photoguard MadryLab
45
565
mit
14
Raising the Cost of Malicious AI-Powered Image Editing
deepfakes robustness deep-learning computer-vision stable-diffusion adversarial-attacks adversarial-examples
Created 2022-11-03
13 commits to main branch, last one about a year ago
airbnb
artificial-adversary airbnb
57
397
mit
18
🗣️ Tool to generate adversarial text examples and test machine learning models against them
spam text python metrics python2 python3 data-mining text-mining data-science text-analysis classification spam-detection spam-filtering text-processing machine-learning black-box-attacks spam-classification text-classification adversarial-examples black-box-benchmarking
Created 2018-08-08
15 commits to master branch, last one 6 years ago
sarathknv
adversarial-examples-pytorch sarathknv
79
389
unknown
9
Implementation of Papers on Adversarial Examples
fgsm pytorch deep-learning perturbations adversarial-images adversarial-attacks adversarial-examples adversarial-learning adversarial-networks adversarial-perturbations semantic-adversarial-examples generative-adversarial-networks
Created 2018-01-27
24 commits to master branch, last one about a year ago
ChandlerBang
awesome-graph-attack-papers ChandlerBang
31
367
cc0-1.0
22
Adversarial attacks and defenses on Graph Neural Networks.
graph awesome defense robustness awesome-list deep-learning machine-learning literature-review adversarial-attacks adversarial-examples graph-neural-networks
Created 2019-08-12
47 commits to master branch, last one about a year ago
Koukyosyumei
AIJack Koukyosyumei
61
364
apache-2.0
4
Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)
dbms privacy paillier security k-anonymity deep-learning evasion-attack machine-learning poisoning-attacks federated-learning adversarial-attacks adversarial-examples differential-privacy membership-inference paillier-cryptosystem homomorphic-encryption model-inversion-attacks adversarial-machine-learning
Created 2021-01-16
939 commits to main branch, last one 7 months ago
hbaniecki
adversarial-explainable-ai hbaniecki
44
299
cc-by-sa-4.0
15
💡 Adversarial attacks on explanations and how to defend them
iml xai deep model attacks defense security evaluation robustness adversarial interpretable counterfactual explainability explainable-ai responsible-ai interpretability adversarial-attacks adversarial-examples adversarial-machine-learning interpretable-machine-learning
Created 2020-07-30
121 commits to master branch, last one 8 months ago
Verified-Intelligence
auto_LiRPA Verified-Intelligence
75
287
other
8
auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs
ibp-bounds robustness crown-bound adversarial-defense adversarial-examples robustness-verification certified-defense-models adversarial-machine-learning
Created 2020-03-02
24 commits to master branch, last one 7 months ago
chbrian
awesome-adversarial-examples-dl chbrian
56
262
unknown
10
A curated list of awesome resources for adversarial examples in deep learning
security deep-learning computer-vision machine-learning adversarial-examples
Created 2017-11-27
9 commits to master branch, last one 5 years ago
Verified-Intelligence
alpha-beta-CROWN Verified-Intelligence
60
244
other
14
alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, 2023, and 2024)
robustness neural-networks formal-verification adversarial-examples adversarial-robustness robustness-verification neural-network-verification
Created 2021-06-29
37 commits to main branch, last one 4 months ago
tao-bai
attack-and-defense-methods tao-bai
26
211
mit
12
A curated list of papers on adversarial machine learning (adversarial examples and defense methods).
machine-learning adversarial-attacks adversarial-defense adversarial-examples adversarial-machine-learning
Created 2019-05-28
403 commits to master branch, last one 2 years ago
unica-mlsec
mlsec unica-mlsec
23
199
unknown
11
PhD/MSc course on Machine Learning Security (Univ. Cagliari)
security machine-learning poisoning-attacks adversarial-examples
Created 2021-09-06
86 commits to main branch, last one 14 days ago
ashafahi
free_adv_train ashafahi
30
173
unknown
9
Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural training.
attack robust robustness adversarial attack-defense classification adversarial-attacks adversarial-example adversarial-examples adversarial-learning adversarial-machine-learning
Created 2019-04-17
38 commits to master branch, last one 5 years ago
jeromerony
adversarial-library jeromerony
19
149
bsd-3-clause
4
Library containing PyTorch implementations of various adversarial attacks and resources
pytorch machine-learning adversarial-attacks adversarial-examples
Created 2020-11-24
147 commits to main branch, last one about a month ago
ZhengyuZhao
AI-Security-and-Privacy-Events ZhengyuZhao
15
135
mit
9
A curated list of academic events on AI Security & Privacy
ai-privacy ai-security data-poisoning adversarial-examples adversarial-machine-learning
Created 2021-10-04
70 commits to main branch, last one 3 months ago
ZhengyuZhao
TransferAttackEval ZhengyuZhao
10
113
unknown
3
Revisiting Transferable Adversarial Images (arXiv)
adversarial-examples transferable-attacks
Created 2022-10-23
141 commits to main branch, last one about a month ago
hendrycks
pre-training hendrycks
17
99
apache-2.0
7
Pre-Training Buys Better Robustness and Uncertainty Estimates (ICML 2019)
ml-safety pretrained robustness calibration uncertainty data-corruption adversarial-examples out-of-distribution-detection
Created 2019-01-28
10 commits to master branch, last one 2 years ago
microsoft
denoised-smoothing microsoft
18
96
mit
10
Provably defending pretrained classifiers including the Azure, Google, AWS, and Clarifai APIs
clarifai deep-learning aws-rekognition computer-vision neural-networks machine-learning provable-defense adversarial-defense google-cloud-vision adversarial-examples image-classification azure-computer-vision adversarial-robustness
Created 2020-03-01
10 commits to master branch, last one 3 years ago
tml-epfl
understanding-fast-adv-training tml-epfl
12
94
unknown
4
Understanding and Improving Fast Adversarial Training [NeurIPS 2020]
robustness robust-optimization adversarial-examples adversarial-training
Created 2020-07-06
20 commits to master branch, last one 3 years ago
huanzhang12
CROWN-IBP huanzhang12
14
93
bsd-2-clause
10
Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTorch).
crown-ibp ibp-bounds robustness crown-bounds verified-errors adversarial-defense adversarial-examples robustness-verification adversarial-machine-learning
Created 2019-06-05
12 commits to master branch, last one 3 years ago
qilong-zhang
Patch-wise-iterative-attack qilong-zhang
20
89
unknown
5
Patch-wise iterative attack (accepted by ECCV 2020) to improve the transferability of adversarial examples.
adversarial-attacks adversarial-examples adversarial-machine-learning
Created 2020-02-25
87 commits to master branch, last one 2 years ago
yangarbiter
robust-local-lipschitz yangarbiter
15
88
unknown
7
A Closer Look at Accuracy vs. Robustness
tradeoff robustness local-lipschitz adversarial-examples adversarial-machine-learning
Created 2020-02-08
7 commits to master branch, last one 3 years ago
thunlp
SememePSO-Attack thunlp
14
85
mit
9
Code and data of the ACL 2020 paper "Word-level Textual Adversarial Attacking as Combinatorial Optimization"
nlp pso sememe adversarial-attacks adversarial-examples
Created 2020-04-28
26 commits to master branch, last one 3 years ago
RjDuan
AdvDrop RjDuan
17
75
mit
2
Code for "Adversarial attack by dropping information." (ICCV 2021)
pytorch ai-security adversarial-attacks adversarial-examples
Created 2021-04-12
29 commits to main branch, last one 3 years ago
ylhz
Adversarial_Attacks_and_Defense_NeurIPS2022 ylhz
3
69
unknown
1
A list of papers in NeurIPS 2022 related to adversarial attack and defense / AI security.
paperlist neurips-2022 adversarial-attacks adversarial-defenses adversarial-examples adversarial-learning adversarial-machine-learning
Created 2022-12-03
7 commits to main branch, last one about a year ago