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khyox
recentrifuge

Recentrifuge: robust comparative analysis and contamination removal for metagenomics

3K 101 7
holistic-ai
holisticai

This is an open-source tool to assess and improve the trustworthiness of AI systems.

3K 104 30
invarlock
invarlock

Edit‑agnostic robustness evaluation reports for weight edits (InvarLock framework)

3K 0 0
bethgelab
adversarial-vision-challenge

NIPS Adversarial Vision Challenge

2K 41 12
KaidiXu
auto-lirpa

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

2K 344 102
zinoex
bound-propagation

Linear and interval bound propagation in Pytorch with easy-to-use API and GPU support.

1K 11 5
BorealisAI
advertorch

A Toolbox for Adversarial Robustness Research

1K 1K 199
EFS-OpenSource
thetiscore

Service to examine data processing pipelines (e.g., machine learning or deep learning pipelines) for uncertainty consistency (calibration), fairness, and other safety-relevant aspects.

1K 6 1
maruyamakoju
deltatau-audit

Time Robustness Audit for RL agents — measures timing reliance, deployment robustness, and stress resilience

1K 1 0
gaussalgo
adaptor

ACL 2022: Adaptor: a library to easily adapt a language model to your own task, domain, or custom objective(s).

1K 28 4
avilum
linqit

Extend python lists operations using .NET's LINQ syntax for clean and fast coding.

976 253 14
balditommaso
pylandscape

This project propose the loss landscape analysis as effective methodology to understand the robustness against natural perturbation of QNN.

960 3 0
dynaroars
neuralsat

NeuralSAT: A DPLL(T) Framework for Verifying Deep Neural Networks

934 31 11
deel-ai
deel-torchlip

PyTorch implementation for k-Lipschitz layers

712 43 2
hendrycks
imagenet-c

Corruption and Perturbation Robustness (ICLR 2019)

636 1K 152
lucidrains
gaf-microbatch-pytorch

Implementation of Gradient Agreement Filtering, from Chaubard et al. of Stanford, but for single machine microbatches, in Pytorch

625 25 0
microsoft
promptbench

A unified evaluation framework for large language models

603 3K 220
LPD-EPFL
byzfl

ByzFL Library

438 35 7
cassidylaidlaw
perceptual-advex

Code and data for the ICLR 2021 paper "Perceptual Adversarial Robustness: Defense Against Unseen Threat Models".

423 56 9
fiddler-labs
fiddler-auditor

Auditing large language models made easy.

418 189 23
EFS-OpenSource
thetis

Service to examine data processing pipelines (e.g., machine learning or deep learning pipelines) for uncertainty consistency (calibration), fairness, and other safety-relevant aspects.

347 6 1
safreita1
graph-tiger

Python toolbox to evaluate graph vulnerability and robustness (CIKM 2021)

301 165 29
DataResponsibly
virny

An in-depth performance profiling library for machine learning models

292 17 3
BBVA
mercury-robust

mercury-robust is a framework to perform robust testing on ML models and datasets. It provides a collection of test that are easy to configure and helpful to guarantee robustness in your ML processes.

288 21 0
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