robustness

There are 5 repositories under robustness topic.

microsoft / promptbench
A unified evaluation framework for large language models
adversarial-attacks benchmark chatgpt evaluation large-language-models prompt prompt-engineering robustness
Language:Python 2335
BorealisAI / advertorch
A Toolbox for Adversarial Robustness Research
pytorch adversarial-examples adversarial-example adversarial-perturbations adversarial-attacks adversarial-machine-learning adversarial-learning robustness toolbox security machine-learning benchmarking
Language:Jupyter Notebook 1288
yfzhang114 / Generalization-Causality
关于domain generalization，domain adaptation，causality，robutness，prompt，optimization，generative model各式各样研究的阅读笔记
machine-learning deep-learning causality optimization robustness adaptation generative-model
1141
hendrycks / robustness
Corruption and Perturbation Robustness (ICLR 2019)
computer-vision convolutional-neural-networks deep-learning domain-generalization imagenet machine-learning ml-safety pytorch robustness
Language:Python 994
OpenOOD
Jingkang50 / OpenOOD
Benchmarking Generalized Out-of-Distribution Detection
out-of-distribution-detection anomaly-detection open-set-recognition novelty-detection outlier-detection robustness
Language:Python 817
weijiaheng / Advances-in-Label-Noise-Learning
A curated (most recent) list of resources for Learning with Noisy Labels
noisy-labels robustness label-noise noisy-label-learning deep-neural-networks weakly-supervised-learning robust-learning learning-with-noisy-labels deep-learning international-conference paper conference noisy-data unreliable-labels robust-machine-learning learning-with-label-noise
651
huytransformer / Awesome-Out-Of-Distribution-Detection
Out-of-distribution detection, robustness, and generalization resources. The repository contains a professionally curated list of papers, tutorials, books, videos, articles and open-source libraries etc
awesome distribution-shift ood ood-detection ood-generalization out-of-distribution out-of-distribution-detection out-of-distribution-generalization robustness open-world awesome-list
649
jxzhangjhu / Awesome-LLM-Uncertainty-Reliability-Robustness
Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models
awesome-list calibration gpt-3 gpt-4 llms reliability robustness safety uncertainty-estimation uncertainty-quantification chatgpt prompt-engineering prompting chain-of-thought in-context-learning large-language-models hallucination
601
hendrycks / natural-adv-examples
A Harder ImageNet Test Set (CVPR 2021)
adversarial-attacks adversarial-example domain-generalization imagenet ml-safety robustness
Language:Python 582
safe-control-gym
utiasDSL / safe-control-gym
PyBullet CartPole and Quadrotor environments—with CasADi symbolic a priori dynamics—for learning-based control and RL
gym pybullet reinforcement-learning control safety quadrotor quadcopter cartpole symbolic casadi robotics robustness
Language:Python 577
MadryLab / photoguard
Raising the Cost of Malicious AI-Powered Image Editing
adversarial-attacks adversarial-examples computer-vision deep-learning deepfakes robustness stable-diffusion
Language:Jupyter Notebook 547
pterhoer / FaceImageQuality
Code and information for face image quality assessment with SER-FIQ
biometrics computer-vision face face-recognition machine-learning quality quality-estimation quality-measures quality-metrics robustness
Language:Python 527
YuejiangLIU / awesome-source-free-test-time-adaptation
A curated list of papers in Test-time Adaptation, Test-time Training and Source-free Domain Adaptation
test-time-adaptation domain-adaptation robustness awesome-list
455
diffusion-classifier / diffusion-classifier
Diffusion Classifier leverages pretrained diffusion models to perform zero-shot classification without additional training
bayes-theorem classification computer-vision deep-learning diffusion diffusion-models elbo generative generative-models machine-learning monte-carlo robustness supervised-learning zero-shot-classification zero-shot-learning
Language:Python 380
ChandlerBang / awesome-graph-attack-papers
Adversarial attacks and defenses on Graph Neural Networks.
adversarial-attacks graph-neural-networks literature-review machine-learning deep-learning defense graph robustness adversarial-examples awesome awesome-list
358
bethgelab / model-vs-human
Benchmark your model on out-of-distribution datasets with carefully collected human comparison data (NeurIPS 2021 Oral)
pytorch tensorflow robustness benchmark toolbox
Language:Python 334
MinghuiChen43 / awesome-trustworthy-deep-learning
A curated list of trustworthy deep learning papers. Daily updating...
adversarial-machine-learning security privacy deep-learning poisoning fairness backdoor green-ai ownership robustness interpretable-deep-learning causality out-of-distribution-generalization machine-unlearning gradient-leakage membership-inference-attack hallucinations uncertainty watermarking ai-alignment
332
clovaai / assembled-cnn
Tensorflow implementation of "Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network"
convolutional-neural-networks tensorflow image-classification deep-learning transfer-learning computer-vision mce imagenet inference-throughput robustness food-101
Language:Python 329
alibaba / easyrobust
EasyRobust: an Easy-to-use library for state-of-the-art Robust Computer Vision Research with PyTorch.
adversarial-robustness deep-learning image-classification imagenet pretrained-models robustness
Language:Jupyter Notebook 318
adversarial-explainable-ai
hbaniecki / adversarial-explainable-ai
💡 Adversarial attacks on explanations and how to defend them
interpretable-machine-learning adversarial-machine-learning iml adversarial-attacks interpretability xai explainable-ai adversarial-examples explainability attacks security responsible-ai robustness interpretable adversarial model evaluation deep counterfactual defense
287
Verified-Intelligence / auto_LiRPA
auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs
adversarial-machine-learning robustness robustness-verification adversarial-defense adversarial-examples ibp-bounds crown-bound certified-defense-models
Language:Python 276
hendrycks / ss-ood
Self-Supervised Learning for OOD Detection (NeurIPS 2019)
ml-safety out-of-distribution-detection robustness self-supervised self-supervised-learning uncertainty
Language:Python 264
ldkong1205 / RoboDepth
[NeurIPS 2023] RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions
autonomous-driving depth-estimation robustness ood-detection
Language:Python 259
hendrycks / imagenet-r
ImageNet-R(endition) and DeepAugment (ICCV 2021)
domain-adaptation domain-generalization ml-safety out-of-distribution robustness
Language:Python 248
avilum / linqit
Extend python lists operations using .NET's LINQ syntax for clean and fast coding.
python python3 metadata metaprogramming syntax robustness development-tools powerful linq csharp efficiency clean clean-code awesome filters pythonic dotnet batch-processing lazy-loading
Language:Python 245
wxjiao / Is-ChatGPT-A-Good-Translator
A preliminary evaluation of ChatGPT/GPT-4 for machine translation.
chatgpt multilingual prompt robustness translation pivot-translation gpt-4
Language:Python 238
modestyachts / ImageNetV2
A new test set for ImageNet
dataset imagenet generalization robustness overfitting
Language:Jupyter Notebook 229
Verified-Intelligence / alpha-beta-CROWN
alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, and 2023)
robustness robustness-verification neural-networks adversarial-examples adversarial-robustness neural-network-verification formal-verification
Language:Python 224
hugochan / IDGL
Code & data accompanying the NeurIPS 2020 paper "Iterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node Embeddings".
graph-learning graph-neural-networks deep-learning pytorch robustness
Language:Python 219
ModelNet40-C
jiachens / ModelNet40-C
Repo for "Benchmarking Robustness of 3D Point Cloud Recognition against Common Corruptions" https://arxiv.org/abs/2201.12296
benchmark computer-vision corruption-robustness data-augmentation deep-learning ml-safety point-cloud-processing pytorch regularization robustness
Language:Python 209
bethgelab / robust-detection-benchmark
Code, data and benchmark from the paper "Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming" (NeurIPS 2019 ML4AD)
object-detection robustness autonomous-driving cityscapes pascal-voc ms-coco distortions corruptions game-of-thrones
Language:Jupyter Notebook 181
ytongbai / ViTs-vs-CNNs
[NeurIPS 2021]: Are Transformers More Robust Than CNNs? (Pytorch implementation & checkpoints)
robustness transformer
Language:Python 174
ashafahi / free_adv_train
Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural training.
adversarial-machine-learning adversarial-attacks adversarial-learning adversarial-example adversarial-examples adversarial attack-defense attack robust robustness classification
Language:Python 172
mariodoebler / test-time-adaptation
A repository and benchmark for online test-time adaptation.
continual-adaptation robustness source-free-domain-adaptation test-time test-time-adaptation gradual-adaptation distribution-shift
Language:Python 168
ldkong1205 / PointCloud-C
Benchmarking and Analyzing Point Cloud Perception Robustness under Corruptions
3dvision benchmark corruption pointcloud robustness
Language:Python 164
fiddler-labs / fiddler-auditor
Fiddler Auditor is a tool to evaluate language models.
ai-observability generative-ai langchain llms nlp robustness evaluation
Language:Python 162

robustness

microsoft / promptbench

BorealisAI / advertorch

yfzhang114 / Generalization-Causality

hendrycks / robustness

Jingkang50 / OpenOOD

weijiaheng / Advances-in-Label-Noise-Learning

huytransformer / Awesome-Out-Of-Distribution-Detection

jxzhangjhu / Awesome-LLM-Uncertainty-Reliability-Robustness

hendrycks / natural-adv-examples

utiasDSL / safe-control-gym

MadryLab / photoguard

pterhoer / FaceImageQuality

YuejiangLIU / awesome-source-free-test-time-adaptation

diffusion-classifier / diffusion-classifier

ChandlerBang / awesome-graph-attack-papers

bethgelab / model-vs-human

MinghuiChen43 / awesome-trustworthy-deep-learning

clovaai / assembled-cnn

alibaba / easyrobust

hbaniecki / adversarial-explainable-ai

Verified-Intelligence / auto_LiRPA

hendrycks / ss-ood

ldkong1205 / RoboDepth

hendrycks / imagenet-r

avilum / linqit

wxjiao / Is-ChatGPT-A-Good-Translator

modestyachts / ImageNetV2

Verified-Intelligence / alpha-beta-CROWN

hugochan / IDGL

jiachens / ModelNet40-C

bethgelab / robust-detection-benchmark

ytongbai / ViTs-vs-CNNs

ashafahi / free_adv_train

mariodoebler / test-time-adaptation

ldkong1205 / PointCloud-C

fiddler-labs / fiddler-auditor