Adversarial Attack Frameworks

Tools and implementations for generating adversarial examples, attacking neural networks, and evaluating model robustness through adversarial perturbations. Does NOT include general model robustness, data poisoning, or non-adversarial security frameworks.

There are 62 adversarial attack frameworks tracked. 5 score above 50 (established tier). The highest-rated is cleverhans-lab/cleverhans at 69/100 with 6,425 stars and 1,847 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	cleverhans-lab/cleverhans An adversarial example library for constructing attacks, building defenses,...	69	Established	6,425	Jupyter Notebook
2	Trusted-AI/adversarial-robustness-toolbox Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning...	67	Established	5,886	Python
3	bethgelab/foolbox A Python toolbox to create adversarial examples that fool neural networks in...	64	Established	2,946	Python
4	BorealisAI/advertorch A Toolbox for Adversarial Robustness Research	58	Established	1,367	Jupyter Notebook
5	DSE-MSU/DeepRobust A pytorch adversarial library for attack and defense methods on images and graphs	54	Established	1,080	Python
6	cassidylaidlaw/perceptual-advex Code and data for the ICLR 2021 paper "Perceptual Adversarial Robustness:...	45	Emerging	56	Python
7	melihcatal/advsecurenet Machine Learning Security Library	44	Emerging	6	Python
8	advboxes/AdvBox Advbox is a toolbox to generate adversarial examples that fool neural...	43	Emerging	1,412	Jupyter Notebook
9	Harry24k/adversarial-attacks-pytorch PyTorch implementation of adversarial attacks [torchattacks]	43	Emerging	2,147	Python
10	Hyperparticle/one-pixel-attack-keras Keras implementation of "One pixel attack for fooling deep neural networks"...	43	Emerging	1,232	Jupyter Notebook
11	alexjfoote/reetoolbox Toolbox for measuring adversarial robustness to many transforms	41	Emerging	19	Jupyter Notebook
12	Harry24k/PGD-pytorch A pytorch implementation of "Towards Deep Learning Models Resistant to...	40	Emerging	159	Jupyter Notebook
13	EdisonLeeeee/Graph-Adversarial-Learning A curated collection of adversarial attack and defense on graph data.	39	Emerging	580	Python
14	dipanjanS/adversarial-learning-robustness Contains materials for workshops pertaining to adversarial robustness in...	39	Emerging	86	Jupyter Notebook
15	airbnb/artificial-adversary 🗣️ Tool to generate adversarial text examples and test machine learning...	38	Emerging	402	Python
16	hfawaz/ijcnn19attacks Adversarial Attacks on Deep Neural Networks for Time Series Classification	38	Emerging	80	Jupyter Notebook
17	TortueSagace/versatile_evasion_attacks Security protocols for estimating adversarial robustness of machine learning...	37	Emerging	3	Jupyter Notebook
18	Harry24k/FGSM-pytorch A pytorch implementation of "Explaining and harnessing adversarial examples"	36	Emerging	70	Jupyter Notebook
19	microsoft/denoised-smoothing Provably defending pretrained classifiers including the Azure, Google, AWS,...	36	Emerging	102	Jupyter Notebook
20	tao-bai/attack-and-defense-methods A curated list of papers on adversarial machine learning (adversarial...	35	Emerging	212	TeX
21	jaxball/advis.js [Tensorflow.js] AdVis: Exploring real-time Adversarial Attacks in the...	35	Emerging	50	JavaScript
22	safe-graph/graph-adversarial-learning-literature A curated list of adversarial attacks and defenses papers on graph-structured data.	34	Emerging	861	—
23	Adversarial-Deep-Learning/code-soup This is a collection of algorithms and approaches used in the book...	34	Emerging	17	Jupyter Notebook
24	GiorgosKarantonis/Adversarial-Attacks-with-Relativistic-AdvGAN Using relativism to improve GAN-based Adversarial Attacks. 🦾	34	Emerging	44	Python
25	divelab/GOOD GOOD: A Graph Out-of-Distribution Benchmark [NeurIPS 2022 Datasets and Benchmarks]	33	Emerging	207	Python
26	chbrian/awesome-adversarial-examples-dl A curated list of awesome resources for adversarial examples in deep learning	33	Emerging	265	—
27	ChandlerBang/awesome-graph-attack-papers Adversarial attacks and defenses on Graph Neural Networks.	33	Emerging	391	—
28	syssec-utd/provninja Evading Provenance-Based ML Detectors with Adversarial System Actions	33	Emerging	35	Python
29	google-research/active-adversarial-tests Official implementation of the paper "Increasing Confidence in Adversarial...	32	Emerging	20	Python
30	imrahulr/adversarial_robustness_pytorch Unofficial implementation of the DeepMind papers "Uncovering the Limits of...	32	Emerging	99	Python
31	sisinflab/adversarial-recommender-systems-survey The goal of this survey is two-fold: (i) to present recent advances on...	31	Emerging	164	—
32	ChandlerBang/Pro-GNN Implementation of the KDD 2020 paper "Graph Structure Learning for Robust...	31	Emerging	304	Python
33	um-dsp/Morphence Morphence: An implementation of a moving target defense against adversarial...	30	Emerging	23	Python
34	iamaaditya/pixel-deflection Deflecting Adversarial Attacks with Pixel Deflection	29	Experimental	72	Jupyter Notebook
35	THUMNLab/awesome-graph-ood Papers about out-of-distribution generalization on graphs.	29	Experimental	168	—
36	emaballarin/CARSO 👀🛡️ Code for the paper “Blending adversarial training and...	28	Experimental	8	Python
37	prabhant/synthesizing-robust-adversarial-examples My entry for ICLR 2018 Reproducibility Challenge for paper Synthesizing...	28	Experimental	72	Jupyter Notebook
38	fiveai/GFCS Code for the ICLR 2022 paper "Attacking deep networks with surrogate-based...	27	Experimental	10	Python
39	lionelmessi6410/ntga Code for "Neural Tangent Generalization Attacks" (ICML 2021)	26	Experimental	41	Python
40	mikecamara/adversarial-machine-learning-attacks Adversarial Machine Learning Attacks in Scaled Self-Driving Cars is the...	25	Experimental	5	TeX
41	Catminusminus/adv-examples-fun Try to generate adversarial images in your browser for fun and profit.	24	Experimental	4	TypeScript
42	cuge1995/awesome-3D-point-cloud-attacks List of state of the art papers, code, and other resources	24	Experimental	111	—
43	cuge1995/Mesh-Attack our code for paper '3D Adversarial Attacks Beyond Point Cloud ', Information...	24	Experimental	36	Python
44	gralliry/Adversarial-Attack-Generation-Techniques Adversarial attack generation techniques for CIFAR10 based on Pytorch:...	23	Experimental	10	Python
45	cudenver-ai/Adversarial-Machine-Learning Framework for the Adversarial Machine Learning Challenge at CU Denver,...	22	Experimental	9	JavaScript
46	nebula-beta/awesome-adversarial-deep-learning A list of awesome resources for adversarial attack and defense method in...	22	Experimental	132	—
47	lancopku/well-classified-examples-are-underestimated Code for the AAAI 2022 publication "Well-classified Examples are...	22	Experimental	54	Jupyter Notebook
48	peidongxie/one-pixel-attack An adversarial image generator	22	Experimental	1	TypeScript
49	serre-lab/Adversarial-Alignment Scaling-up deep neural networks to improve their performance on ImageNet...	22	Experimental	7	Jupyter Notebook
50	ndb796/PyTorch-Adversarial-Attack-Baselines-for-ImageNet-CIFAR10-MNIST PyTorch adversarial attack baselines for ImageNet, CIFAR10, and MNIST...	22	Experimental	20	Jupyter Notebook
51	thupchnsky/sgc_unlearn Certified (approximate) machine unlearning for simplified graph...	20	Experimental	20	Python
52	Adversarial-Deep-Learning/adversarial-deep-learning.github.io Website for the book Adversarial Deep Learning	19	Experimental	8	HTML
53	AI-secure/adversarial-glue [NeurIPS 2021] "Adversarial GLUE: A Multi-Task Benchmark for Robustness...	17	Experimental	13	Python
54	VoDaiLocz/Lock-ART. Chống Al sao chép nghệ thuật của ảnh	17	Experimental	2	Python
55	Ashly1991/adversarial-robustness-tf2 Adversarial example generation (FGSM/gradient sign) and adversarial training...	15	Experimental	—	Jupyter Notebook
56	AIRLABkhu/D-BADGE The official implementation of "D-BADGE: Decision-based Adversarial Batch...	13	Experimental	5	Jupyter Notebook
57	paulgavrikov/cvpr22w_RobustnessThroughTheLens Official repository of our submission "Adversarial Robustness through the...	13	Experimental	8	Jupyter Notebook
58	TaoShuchang/G-NIA G-NIA model from "Single Node Injection Attack against Graph Neural...	12	Experimental	29	Python
59	bad-antics/mirage Adversarial Machine Learning Toolkit - Model extraction, adversarial...	12	Experimental	1	Julia
60	Adversarial-Deep-Learning/fencing Fencing is a playground for the algorithms and datasets discussed in the...	12	Experimental	3	—
61	hallucinaut/adversarial Detect and defend against adversarial attacks on ML models	11	Experimental	—	Go
62	harry-kav/LittleAdversary LittleAdversary is an adversarial machine learning library made to aid...	10	Experimental	1	Jupyter Notebook

Comparisons in this category

foolbox and AdvBox (64 vs 43)