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neural_network_weight_attack

Changing several bit which overwhelms the quantized CNN

on-the-adversarial-robustness-of-visual-transformer

Code for the paper "On the Adversarial Robustness of Visual Transformers"

on.the.trade-off.between.adversarial.and.backdoor.robustness

Code for "On the Trade-off between Adversarial and Backdoor Robustness" (NIPS 2020)

papers-of-robust-ml

Related papers for robust machine learning

poisoning-attack

pytorch-adversarial-training

PyTorch-1.0 implementation for the adversarial training on MNIST/CIFAR-10 and visualization on robustness classifier.

pytorch-adversarial-training-cifar

This repository provides simple PyTorch implementations for adversarial training methods on CIFAR-10.

pytorch-cifar

95.16% on CIFAR10 with PyTorch

pytorch-image-models

PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more

qu-anti-zation

[NeurIPS 2021] Source code for the paper "Qu-ANTI-zation: Exploiting Neural Network Quantization for Achieving Adversarial Outcomes"

random-erasing

Random Erasing Data Augmentation. Experiments on CIFAR10, CIFAR100 and Fashion-MNIST

refool

rethinking-network-pruning

Rethinking the Value of Network Pruning (Pytorch) (ICLR 2019)

robust-local-lipschitz

A Closer Look at Accuracy vs. Robustness

stylized-imagenet

Code to create Stylized-ImageNet, a stylized version of standard ImageNet (ICLR 2019 Oral)

tensorflow-adversarial

Crafting adversarial images

tensornets

High level network definitions with pre-trained weights in TensorFlow

transformer-explainability

[CVPR 2021] Official PyTorch implementation for Transformer Interpretability Beyond Attention Visualization, a novel method to visualize classifications by Transformer based networks.

transnext

Code release for TransNeXt model

trojai

A repository to quickly generate synthetic data and associated trojaned deep learning models

tutorials

A series of machine learning tutorials for Torch7

ultraclean

vgg-cifar

A TensorFlow implementation of VGG networks for image classification

vgg-faces-utils

Script to download and annotate images from VGG Faces dataset

vit-pytorch

Pytorch reimplementation of the Vision Transformer (An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale)

vit-pytorch-playground

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

warping-based_backdoor_attack-release

WaNet - Imperceptible Warping-based Backdoor Attack (ICLR 2021)

wassersteingan