adversarial-training

There are 4 repositories under adversarial-training topic.

yl4579 / StyleTTS2
StyleTTS 2: Towards Human-Level Text-to-Speech through Style Diffusion and Adversarial Training with Large Speech Language Models
adversarial-training deep-learning diffusion-models gan latent-diffusion latent-diffusion-models pytorch speaker-adaptation speech-synthesis text-to-speech tts wavlm
Language:Python 4039
lonePatient / BERT-NER-Pytorch
Chinese NER(Named Entity Recognition) using BERT(Softmax, CRF, Span)
adversarial-training albert bert chinese crf focal-loss labelsmoothing ner nlp pytorch softmax span
Language:Python 1988
ylsung / pytorch-adversarial-training
PyTorch-1.0 implementation for the adversarial training on MNIST/CIFAR-10 and visualization on robustness classifier.
adversarial-training visualization mnist-classification cifar10-classification
Language:Python 233
liuyukid / transformers-ner
Pytorch-Named-Entity-Recognition-with-transformers
ner pytorch transformers bert electra roberta albert adversarial-training crf softmax span distilbert camembert xlm xlmroberta pgd fgm
Language:Python 207
Kim-Minseon / RoCL
Code for the paper "Adversarial Self-supervised Contrastive Learning" (NeurIPS 2020)
adversarial-training rocl self-supervised-learning
Language:Python 167
csdongxian / AWP
Codes for NeurIPS 2020 paper "Adversarial Weight Perturbation Helps Robust Generalization"
neurips-2020 adversarial-attacks pytorch adversarial-training
Language:Python 166
liangchen527 / SLADD
Official code for Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection (CVPR 2022 oral)
deepfake-detection generalization adversarial-training self-supervised-learning
Language:Python 126
zhegan27 / VILLA
Research Code for NeurIPS 2020 Spotlight paper "Large-Scale Adversarial Training for Vision-and-Language Representation Learning": UNITER adversarial training part
adversarial-training neurips-2020 pretraining vision-and-language visual-question-answering
Language:Python 118
tml-epfl / understanding-fast-adv-training
Understanding and Improving Fast Adversarial Training [NeurIPS 2020]
adversarial-examples adversarial-training robust-optimization robustness
Language:Python 91
imrahulr / adversarial_robustness_pytorch
Unofficial implementation of the DeepMind papers "Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples" & "Fixing Data Augmentation to Improve Adversarial Robustness" in PyTorch
adversarial-training adversarial-robustness pytorch deep-learning
Language:Python 84
calico / scnym
Semi-supervised adversarial neural networks for classification of single cell transcriptomics data
single-cell rna-seq single-cell-genomics semi-supervised adversarial-training
Language:Python 73
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 72
Haichao-Zhang / FeatureScatter
Feature Scattering Adversarial Training (NeurIPS19)
adversarial-machine-learning adversarial-robustness feature-scattering defense adversarial-training
Language:Python 71
ccsasuke / adan
Language-Adversarial Training for Cross-Lingual Text Classification (TACL)
adversarial-training cross-lingual-text-classfication natural-language-processing
Language:Python 61
dongyp13 / Adversarial-Distributional-Training
Adversarial Distributional Training (NeurIPS 2020)
adversarial-machine-learning adversarial-training robustness adversarial-defense neurips-2020 pytorch
Language:Python 60
KitanaQA
searchableai / KitanaQA
KitanaQA: Adversarial training and data augmentation for neural question-answering models
nlp natural-language-processing pytorch adversarial-attacks adversarial-training data-augmentation ml-automation question-answering bert transformer
Language:Python 57
val-iisc / SDAT
[ICML 2022]Source code for "A Closer Look at Smoothness in Domain Adversarial Training",
adversarial-training dann domain-adaptation icml-2022 pytorch sharpness-aware-minimization
Language:Python 57
yuta-hi / pytorch_bayesian_unet
Migrate to PyTorch. Re-implementation of Bayesian Convolutional Neural Networks (BCNNs)
adversarial-training bayesian cnn pix2pix pytorch uncertainty unet
Language:Python 56
dedeswim / vits-robustness-torch
Code for the paper "A Light Recipe to Train Robust Vision Transformers" [SaTML 2023]
adversarial-machine-learning adversarial-training machine-learning paper vision-transformers
Language:Jupyter Notebook 52
alinlab / consistency-adversarial
Consistency Regularization for Adversarial Robustness (AAAI 2022)
adversarial-training consistency-regularization data-augmentation
Language:Python 50
VITA-Group / Sandwich-Batch-Normalization
[WACV 2022] "Sandwich Batch Normalization: A Drop-In Replacement for Feature Distribution Heterogeneity" by Xinyu Gong, Wuyang Chen, Tianlong Chen and Zhangyang Wang
neural-architecture-search gan style-transfer adversarial-training batch-normalization normalization sandwich-batch-normalization sabn nas pytorch
Language:Python 49
yanaiela / demog-text-removal
adversarial-training machine-learning representation-learning nlp algorithmic-bias
Language:Python 49
yuta-hi / bayesian_unet
Chainer implementation of Bayesian Convolutional Neural Networks (BCNNs)
chainer cnn unet bayesian uncertainty pix2pix adversarial-training
Language:Python 48
asif-hanif / vafa
[MICCAI 2023] Official code repository of paper titled "Frequency Domain Adversarial Training for Robust Volumetric Medical Segmentation" accepted in MICCAI 2023 conference.
adversarial-attack adversarial-training frequency-domain-attack volumetric-medical-segmentation
Language:Python 44
dvlab-research / Robust-Semantic-Segmentation
Dynamic Divide-and-Conquer Adversarial Training for Robust Semantic Segmentation （ICCV2021）
adversarial-training robustness semantic-segmentation
Language:Python 39
Adversarial-Patch-Training
sukrutrao / Adversarial-Patch-Training
Code for the paper: Adversarial Training Against Location-Optimized Adversarial Patches. ECCV-W 2020.
adversarial-defense adversarial-machine-learning adversarial-patches adversarial-training python
Language:Python 39
sayakpaul / par-cvpr-21
Contains notebooks for the PAR tutorial at CVPR 2021.
adversarial-attacks adversarial-machine-learning adversarial-training security deep-learning vision cvpr2021 adversarial-robustness tensorflow foolbox neural-structured-learning keras
Language:Jupyter Notebook 36
BorealisAI / mma_training
Code for the paper "MMA Training: Direct Input Space Margin Maximization through Adversarial Training"
robustness adversarial-training
Language:Python 35
AlbertMillan / adversarial-training-pytorch
Implementation of adversarial training under fast-gradient sign method (FGSM), projected gradient descent (PGD) and CW using Wide-ResNet-28-10 on cifar-10. Sample code is re-usable despite changing the model or dataset.
fgsm pgd pytorch adversarial-training adversarial-attacks adversarial
Language:Python 34
dvlab-research / LBGAT
Learnable Boundary Guided Adversarial Training (ICCV2021)
adversarial-defense adversarial-training robustness adversarial-attacks image-recognition iccv2021
Language:Python 33
HangJie720 / Ensemble_Adversarial_Attack
Ensemble Adversarial Black-Box Attacks against Deep Learning Systems Trained by MNIST, USPS and GTSRB Datasets
ensemble-learning deep-learning black-box-attacks transferability diversity-measurement adversarial-training
Language:Python 33
nmndeep / revisiting-at
Code for the paper "Revisiting Adversarial Training for ImageNet: Architectures, Training and Generalization across Threat Models"
adversarial-training convnext deep-learning imagenet vit robustness convstem
Language:Python 33
LinZichuan / AdMRL
Code for paper "Model-based Adversarial Meta-Reinforcement Learning" (https://arxiv.org/abs/2006.08875)
meta-reinforcement-learning model-based-rl adversarial-training tensorflow
Language:Python 32
msrocean / mockingbird
Keras with Tensorflow implementation of our paper "Mockingbird: Defending Against Deep-Learning-Based Website Fingerprinting Attacks with Adversarial Traces" which is published in IEEE Transactions on Information Forensics and Security (TIFS).
deep-learning adversarial-machine-learning privacy-enhancing-technologies website-fingerprinting defense adversarial-training
Language:Python 30
TLMichael / Delusive-Adversary
[NeurIPS 2021] Better Safe Than Sorry: Preventing Delusive Adversaries with Adversarial Training
adversarial-training data-poisoning deep-learning delusive-attacks
Language:Python 30
imrahulr / hat
Helper-based Adversarial Training: Reducing Excessive Margin to Achieve a Better Accuracy vs. Robustness Trade-off
adversarial-training adversarial-robustness adversarial-machine-learning deep-neural-networks
Language:Python 28

adversarial-training

yl4579 / StyleTTS2

lonePatient / BERT-NER-Pytorch

ylsung / pytorch-adversarial-training

liuyukid / transformers-ner

Kim-Minseon / RoCL

csdongxian / AWP

liangchen527 / SLADD

zhegan27 / VILLA

tml-epfl / understanding-fast-adv-training

imrahulr / adversarial_robustness_pytorch

calico / scnym

davide97l / rl-policies-attacks-defenses

Haichao-Zhang / FeatureScatter

ccsasuke / adan

dongyp13 / Adversarial-Distributional-Training

searchableai / KitanaQA

val-iisc / SDAT

yuta-hi / pytorch_bayesian_unet

dedeswim / vits-robustness-torch

alinlab / consistency-adversarial

VITA-Group / Sandwich-Batch-Normalization

yanaiela / demog-text-removal

yuta-hi / bayesian_unet

asif-hanif / vafa

dvlab-research / Robust-Semantic-Segmentation

sukrutrao / Adversarial-Patch-Training

sayakpaul / par-cvpr-21

BorealisAI / mma_training

AlbertMillan / adversarial-training-pytorch

dvlab-research / LBGAT

HangJie720 / Ensemble_Adversarial_Attack

nmndeep / revisiting-at

LinZichuan / AdMRL

msrocean / mockingbird

TLMichael / Delusive-Adversary

imrahulr / hat