cleverhans vs vivit

cleverhans

An adversarial example library for constructing attacks, building defenses, and benchmarking both (by cleverhans-lab)

vivit

[TMLR 2022] Curvature access through the generalized Gauss-Newton's low-rank structure: Eigenvalues, eigenvectors, directional derivatives & Newton steps (by f-dangel)

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cleverhans		vivit
	Project
3	Mentions	1
6,008	Stars	17
0.0%	Growth	-
0.0	Activity	0.0
about 1 year ago	Latest Commit	9 months ago
Jupyter Notebook	Language	Python
MIT License	License	MIT License

The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

cleverhans

Posts with mentions or reviews of cleverhans. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-10-28.

Clever Hans (Intelligence Misatributon)
1 project | news.ycombinator.com | 26 Mar 2023

I only knew of this story from looking up the name of this library on adversarial DL https://github.com/cleverhans-lab/cleverhans
[D] DL Practitioners, Do You Use Layer Visualization Tools s.a GradCam in Your Process?
17 projects | /r/MachineLearning | 28 Oct 2022
[D] Does anyone care about adversarial attacks anymore?
2 projects | /r/MachineLearning | 9 Aug 2022

I feel as though this area has not received much attention over the last couple of years. The CleverHans project has gone stale and I haven't heard of many new results recently. Has the community lost interest in this area? Did we decide that adversarial attacks aren't such a problem in practical applications?

vivit

Posts with mentions or reviews of vivit. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-10-28.

[D] DL Practitioners, Do You Use Layer Visualization Tools s.a GradCam in Your Process?
17 projects | /r/MachineLearning | 28 Oct 2022

What are some alternatives?

When comparing cleverhans and vivit you can also consider the following projects:

deepchecks - Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.

pytea - PyTea: PyTorch Tensor shape error analyzer

advertorch - A Toolbox for Adversarial Robustness Research

backpack - BackPACK - a backpropagation package built on top of PyTorch which efficiently computes quantities other than the gradient.

AIX360 - Interpretability and explainability of data and machine learning models

WeightWatcher - The WeightWatcher tool for predicting the accuracy of Deep Neural Networks

aws-security-workshops - A collection of the latest AWS Security workshops

TorchDrift - Drift Detection for your PyTorch Models

uncertainty-toolbox - Uncertainty Toolbox: a Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization

delve - PyTorch model training and layer saturation monitor