Ecosyste.ms: Repos

An open API service providing repository metadata for many open source software ecosystems.

GitHub topics: adversarial-defense

Repositories

emaballarin/CARSO

👀🛡️ Code for the paper “Carefully Blending Adversarial Training and Purification Improves Adversarial Robustness” by Emanuele Ballarin, Alessio Ansuini and Luca Bortolussi (2024)

Language: Python - Size: 18.6 KB - Last synced: about 8 hours ago - Pushed: about 10 hours ago - Stars: 3 - Forks: 0

chs20/RobustVLM

[ICML 2024] Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models

Language: Python - Size: 10.2 MB - Last synced: about 13 hours ago - Pushed: 7 days ago - Stars: 51 - Forks: 3

Verified-Intelligence/auto_LiRPA

auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs

Language: Python - Size: 32.4 MB - Last synced: 11 days ago - Pushed: about 1 month ago - Stars: 265 - Forks: 65

jh-jeong/smoothing-multiscale

Code for the paper "Multi-scale Diffusion Denoised Smoothing" (NeurIPS 2023)

Language: Python - Size: 4.25 MB - Last synced: 23 days ago - Pushed: 23 days ago - Stars: 5 - Forks: 0

davide97l/rl-policies-attacks-defenses

Adversarial attacks on Deep Reinforcement Learning (RL)

Language: Jupyter Notebook - Size: 346 MB - Last synced: 25 days ago - Pushed: about 3 years ago - Stars: 72 - Forks: 12

yuvalofek/DefensiveLayer

Defending Against Adversarial Attacks One Layer at a Time

Language: Jupyter Notebook - Size: 72.9 MB - Last synced: about 1 month ago - Pushed: over 2 years ago - Stars: 0 - Forks: 1

thunlp/TAADpapers

Must-read Papers on Textual Adversarial Attack and Defense

Language: Python - Size: 173 KB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 1,450 - Forks: 192

nebula-beta/awesome-adversarial-deep-learning

A list of awesome resources for adversarial attack and defense method in deep learning

Size: 150 KB - Last synced: 4 days ago - Pushed: over 1 year ago - Stars: 128 - Forks: 11

s-kumano/simple-adversarial-example-code

Simple code related to adversarial examples, attacks, and defenses.

Language: Jupyter Notebook - Size: 66.4 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 0 - Forks: 0

microsoft/denoised-smoothing

Provably defending pretrained classifiers including the Azure, Google, AWS, and Clarifai APIs

Language: Jupyter Notebook - Size: 21.6 MB - Last synced: about 2 months ago - Pushed: about 3 years ago - Stars: 94 - Forks: 17

EdisonLeeeee/GUARD

[CIKM 2023] GUARD: Graph Universal Adversarial Defense

Language: Python - Size: 7.1 MB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 7 - Forks: 2

cdluminate/robrank

Adversarial Attack and Defense in Deep Ranking, T-PAMI, 2024

Language: Python - Size: 435 KB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 19 - Forks: 2

lionelmessi6410/awesome-real-world-adversarial-examples

😎 A curated list of awesome real-world adversarial examples resources

Size: 456 KB - Last synced: 4 days ago - Pushed: almost 4 years ago - Stars: 53 - Forks: 10

fanghenshaometeor/DIversity-via-Orthogonality

Code for the paper "Towards Robust Neural Networks via Orthogonal Diversity"

Language: Python - Size: 938 KB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 2 - Forks: 0

Kahsolt/Retreaval-based-Adversarial-Defense

Adversarial defense by retreaval-based methods

Language: Python - Size: 283 KB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 0 - Forks: 0

MJavaadAkhtar/Adversarial-training

A modified model for self-driving car that is resilient to adversarial attacks

Language: Jupyter Notebook - Size: 413 MB - Last synced: 5 months ago - Pushed: 5 months ago - Stars: 0 - Forks: 1

Harry24k/catastrophic-overfitting

Understanding Catastrophic Overfitting in Single-step Adversarial Training [AAAI 2021]

Language: Jupyter Notebook - Size: 106 MB - Last synced: 4 months ago - Pushed: almost 2 years ago - Stars: 26 - Forks: 1

wkim97/FSR

Feature Separation and Recalibration (CVPR 2023 Highlights)

Language: Python - Size: 62.5 KB - Last synced: 5 months ago - Pushed: 5 months ago - Stars: 18 - Forks: 4

khalooei/Robustness-framework

An efficient framework for establishing baselines in standard and adversarial machine learning training projects

Language: Jupyter Notebook - Size: 627 KB - Last synced: 8 days ago - Pushed: 6 months ago - Stars: 1 - Forks: 1

tao-bai/attack-and-defense-methods

A curated list of papers on adversarial machine learning (adversarial examples and defense methods).

Language: TeX - Size: 17.4 MB - Last synced: 6 months ago - Pushed: almost 2 years ago - Stars: 197 - Forks: 25

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.

Language: Python - Size: 33.8 MB - Last synced: 8 days ago - Pushed: about 2 years ago - Stars: 14 - Forks: 6

nis-research/dfmX-augmentation

Augmentation for CV using frequency shortcuts

Language: Python - Size: 257 KB - Last synced: 10 days ago - Pushed: 9 months ago - Stars: 2 - Forks: 0

Bai-YT/AdaptiveSmoothing

Implementation of the paper "Improving the Accuracy-Robustness Trade-off of Classifiers via Adaptive Smoothing".

Language: Jupyter Notebook - Size: 1.6 MB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 6 - Forks: 0

Mishne-Lab/SOAP

Implementation of Self-supervised-Online-Adversarial-Purification

Language: Python - Size: 101 MB - Last synced: 5 months ago - Pushed: almost 3 years ago - Stars: 11 - Forks: 1

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

Language: Python - Size: 72.3 KB - Last synced: 7 months ago - Pushed: 7 months ago - Stars: 81 - Forks: 6

YonghaoXu/SACNet

[IEEE TIP 2021] Self-Attention Context Network: Addressing the Threat of Adversarial Attacks for Hyperspectral Image Classification

Language: Python - Size: 2.37 MB - Last synced: 7 months ago - Pushed: over 2 years ago - Stars: 27 - Forks: 4

GuanlinLee/CCNAMS

Improving Adversarial Robustness of 3D Point Cloud Classification Models (ECCV2022)

Language: Python - Size: 76.2 KB - Last synced: 3 months ago - Pushed: over 1 year ago - Stars: 6 - Forks: 0

Hadisalman/smoothing-adversarial

Code for our NeurIPS 2019 *spotlight* "Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers"

Language: Python - Size: 32.9 MB - Last synced: 7 months ago - Pushed: over 4 years ago - Stars: 219 - Forks: 38

ForeverPs/Robust-Classification

CVPR 2022 Workshop Robust Classification

Language: Python - Size: 145 MB - Last synced: 4 months ago - Pushed: almost 2 years ago - Stars: 94 - Forks: 3

jh-jeong/smoothmix

Code for the paper "SmoothMix: Training Confidence-calibrated Smoothed Classifiers for Certified Robustness" (NeurIPS 2021)

Language: Roff - Size: 16.8 MB - Last synced: 7 months ago - Pushed: over 1 year ago - Stars: 20 - Forks: 3

lanl/AdversarialTensors

Tensors-based framework for adversarial robustness

Language: Python - Size: 4.68 MB - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 0 - Forks: 0

harry-kav/LittleAdversary

LittleAdversary is an adversarial machine learning library made to aid research into adversarial attacks and defences, with a primary focus on one-shot defences. It contains an end-to-end implementation of the proposed defence in 'Siamese Neural Networks for Adversarial Robustness ', complete with statistical analysis of the results.

Language: Jupyter Notebook - Size: 525 MB - Last synced: 9 months ago - Pushed: 9 months ago - Stars: 0 - Forks: 0

cornell-zhang/GARNET

GARNET: Reduced-Rank Topology Learning for Robust and Scalable Graph Neural Networks

Language: Python - Size: 16.3 MB - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 31 - Forks: 0

tangxianfeng/PA-GNN

Implementation of paper "Transferring Robustness for Graph Neural Network Against Poisoning Attacks".

Language: Python - Size: 74.2 KB - Last synced: 9 months ago - Pushed: about 4 years ago - Stars: 19 - Forks: 4

huanzhang12/CROWN-IBP

Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTorch).

Language: Python - Size: 88.9 KB - Last synced: 9 months ago - Pushed: almost 3 years ago - Stars: 87 - Forks: 13

u1234x1234/kdd2020-graph-adversarial-attacks-defence

6th place solution to KDD CUP 2020 Graph Adversarial Attacks & Defense

Language: Python - Size: 275 KB - Last synced: 10 months ago - Pushed: over 3 years ago - Stars: 2 - Forks: 0

Shorya-Sharma/Game-Theory-For-Adversarial-Attacks-And-Defenses

This repo contains the code for the preprint 'Game Theory for Adversarial Attacks and Defenses' (https://arxiv.org/abs/2110.06166v2)

Language: Jupyter Notebook - Size: 7.19 MB - Last synced: 10 months ago - Pushed: over 2 years ago - Stars: 3 - Forks: 0

MKYucel/adversarial_robustness_zsl

[ECCV 2020 AROW Workshop] A Deep Dive into Adversarial Robustness in Zero-Shot Learning

Language: Python - Size: 7.52 MB - Last synced: 10 months ago - Pushed: over 2 years ago - Stars: 6 - Forks: 0

dvlab-research/LBGAT

Learnable Boundary Guided Adversarial Training (ICCV2021)

Language: Python - Size: 906 KB - Last synced: 11 months ago - Pushed: 11 months ago - Stars: 29 - Forks: 2

git-disl/FUSE

Robust Object Detection Fusion Against Deception

Language: Python - Size: 256 KB - Last synced: 12 months ago - Pushed: over 2 years ago - Stars: 1 - Forks: 0

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.

Language: Jupyter Notebook - Size: 1.71 MB - Last synced: 12 months ago - Pushed: over 3 years ago - Stars: 84 - Forks: 21

csce585-mlsystems/project-athena

This is the course project for CSCE585: ML Systems. Students will build their machine learning systems based on the provided infrastructure --- Athena.

Language: Python - Size: 3.97 GB - Last synced: 12 months ago - Pushed: over 3 years ago - Stars: 13 - Forks: 20

as791/NOMARO_defense

Official Implementation of Paper "NOMARO: Defending against Adversarial Attacks by NOMA-Inspired Reconstruction Operation"

Language: Python - Size: 498 KB - Last synced: 12 months ago - Pushed: over 2 years ago - Stars: 1 - Forks: 0

SEC4SR/SEC4SR

Source Code for 'SECurity evaluation platform FOR Speaker Recognition' released in 'Defending against Audio Adversarial Examples on Speaker Recognition Systems'

Language: Python - Size: 152 KB - Last synced: 12 months ago - Pushed: 12 months ago - Stars: 22 - Forks: 15

nthu-datalab/Runtime-Masking-and-Cleansing

Code for "Adversarial Robustness via Runtime Masking and Cleansing" (ICML 2020)

Language: Jupyter Notebook - Size: 2.48 MB - Last synced: 5 months ago - Pushed: about 1 year ago - Stars: 8 - Forks: 0

Rive-001/counterGAN

Adversarial Defense using Generative Adversarial Networks

Language: Python - Size: 622 MB - Last synced: about 1 year ago - Pushed: about 3 years ago - Stars: 1 - Forks: 1

adverML/SpectralDef_Framework

Is RobustBench/AutoAttack a suitable Benchmark for Adversarial Robustness?

Language: Python - Size: 237 KB - Last synced: 6 months ago - Pushed: about 2 years ago - Stars: 10 - Forks: 3

craymichael/unfooling

[AAAI'23 Paper] A machine learning defense for auditors of black box automated decision-making systems.

Language: Python - Size: 1.19 MB - Last synced: 12 months ago - Pushed: over 1 year ago - Stars: 2 - Forks: 0

safreita1/unmask

Adversarial detection and defense for deep learning systems using robust feature alignment

Language: Jupyter Notebook - Size: 34.3 MB - Last synced: about 1 year ago - Pushed: over 3 years ago - Stars: 10 - Forks: 4

pedromsferraz/AdversarialTrainingVsPatchAttacks

Evaluating the Use of Fast Adversarial Training in Defending Against Adversarial Patch Attacks

Language: Jupyter Notebook - Size: 255 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

sayakpaul/Denoised-Smoothing-TF

Minimal implementation of Denoised Smoothing (https://arxiv.org/abs/2003.01908) in TensorFlow.

Language: Jupyter Notebook - Size: 12.8 MB - Last synced: about 1 year ago - Pushed: almost 3 years ago - Stars: 20 - Forks: 1

mnswdhw/DefenseGAN-and-Cowboy-Defense

This repository implements the two popular defense architectures DefenseGAN and Cowboy that leverage GAN to protect classifiers against test time evasive adversarial attacks

Language: Python - Size: 873 KB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 4 - Forks: 2