18 results found Sort:

RobustBench
robustbench RobustBench
99
672
other
9
RobustBench: a standardized adversarial robustness benchmark [NeurIPS 2021 Benchmarks and Datasets Track]
benchmark model-zoo adversarial-robustness adversarial-machine-learning
Created 2020-06-19
688 commits to master branch, last one 4 months ago
fra31
auto-attack fra31
112
661
mit
9
Code relative to "Reliable evaluation of adversarial robustness with an ensemble of diverse parameter-free attacks"
adversarial-attacks adversarial-defenses adversarial-robustness
Created 2020-02-17
176 commits to master branch, last one about a year ago
thu-ml
ares thu-ml
88
485
apache-2.0
17
A Python library for adversarial machine learning focusing on benchmarking adversarial robustness.
bim hgd nes pca fgsm spsa mmlda mi-fgsm boundary deepfool distillation evolutionary adversarial-attacks benchmark-framework adversarial-robustness adversarial-machine-learning
Created 2020-03-19
190 commits to main branch, last one about a year ago
alibaba
easyrobust alibaba
36
326
apache-2.0
7
EasyRobust: an Easy-to-use library for state-of-the-art Robust Computer Vision Research with PyTorch.
imagenet robustness deep-learning pretrained-models image-classification adversarial-robustness
Created 2022-02-22
44 commits to main branch, last one 5 months ago
Verified-Intelligence
alpha-beta-CROWN Verified-Intelligence
60
250
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
39 commits to main branch, last one 7 days ago
LayneH
self-adaptive-training LayneH
23
127
mit
4
[TPAMI2022 & NeurIPS2020] Official implementation of Self-Adaptive Training
label-noise overfitting generalization computer-vision machine-learning adversarial-robustness
Created 2020-02-22
10 commits to master branch, last one 3 years ago
VITA-Group
Aug-NeRF VITA-Group
8
124
mit
16
[CVPR 2022] "Aug-NeRF: Training Stronger Neural Radiance Fields with Triple-Level Physically-Grounded Augmentations" by Tianlong Chen*, Peihao Wang*, Zhiwen Fan, Zhangyang Wang
neural-rendering adversarial-robustness neural-radiance-fields
Created 2022-04-26
2 commits to main 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
imrahulr
adversarial_robustness_pytorch imrahulr
12
93
mit
2
Unofficial implementation of the DeepMind papers "Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples" & "Fixing Data Augmentation to Improve Adversarial Robustness...
pytorch deep-learning adversarial-training adversarial-robustness
Created 2021-06-27
7 commits to main branch, last one 3 years ago
VITA-Group
Adv-SS-Pretraining VITA-Group
13
84
unknown
14
[CVPR 2020] Adversarial Robustness: From Self-Supervised Pre-Training to Fine-Tuning
jigsaw selfie rotation pre-training ensemble-pretrain adversarial-robustness self-supervised-learning
Created 2020-03-14
16 commits to master branch, last one 4 years ago
AI-secure
InfoBERT AI-secure
7
83
unknown
3
[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 roberta language-models information-theory adversarial-attacks adversarial-defense adversarial-robustness
Created 2021-01-13
14 commits to master branch, last one about a year ago
Haichao-Zhang
FeatureScatter Haichao-Zhang
11
72
unknown
3
Feature Scattering Adversarial Training (NeurIPS19)
defense feature-scattering adversarial-training adversarial-robustness adversarial-machine-learning
Created 2019-09-06
21 commits to master branch, last one 6 months ago
zjysteven
DVERGE zjysteven
14
55
unknown
1
[NeurIPS'20 Oral] DVERGE: Diversifying Vulnerabilities for Enhanced Robust Generation of Ensembles
pytorch ensembles adversarial-robustness diversifying-vulnerabilities adversarial-attack-and-defense
Created 2020-10-10
27 commits to main branch, last one 2 years ago
VITA-Group
Alleviate-Robust-Overfitting VITA-Group
5
46
mit
9
[ICLR 2021] "Robust Overfitting may be mitigated by properly learned smoothening" by Tianlong Chen*, Zhenyu Zhang*, Sijia Liu, Shiyu Chang, Zhangyang Wang
smoothing overfitting adversarial-robustness generalization-ability
Created 2021-01-13
12 commits to main branch, last one 3 years ago
zbh2047
L_inf-dist-net zbh2047
7
41
unknown
2
[ICML 2021] This is the official github repo for training L_inf dist nets with high certified accuracy.
l-inf-dist-net adversarial-robustness certified-defense-models
Created 2021-02-10
17 commits to main branch, last one 2 years ago
jiequancui
DKL jiequancui
3
33
unknown
1
Decoupled Kullback-Leibler Divergence Loss (DKL), NeurIPS 2024
imagenet neurips2024 image-classification long-tailed-learning adversarial-robustness knowledge-distillation semi-supervised-learning kullback-leibler-divergence
Created 2023-05-18
66 commits to main branch, last one about a month ago
GATECH-EIC
Patch-Fool GATECH-EIC
10
32
mit
1
[ICLR 2022] "Patch-Fool: Are Vision Transformers Always Robust Against Adversarial Perturbations?" by Yonggan Fu, Shunyao Zhang, Shang Wu, Cheng Wan, Yingyan Lin
vision-transformer adversarial-robustness
Created 2022-02-13
1 commits to main branch, last one 2 years ago
Harry24k
MAIR Harry24k
6
29
mit
3
Fantastic Robustness Measures: The Secrets of Robust Generalization [NeurIPS 2023]
adversarial-attacks adversarial-defenses adversarial-training adversarial-robustness
Created 2023-10-06
43 commits to main branch, last one about a month ago