GitHub topics: robust-machine-learning
lishenghui/blades
⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning
Language: Python - Size: 13.1 MB - Last synced at: about 6 hours ago - Pushed at: 7 months ago - Stars: 147 - Forks: 23

yanliang3612/awesome-imbalanced-learning-on-graphs
A repository contains a collection of resources and papers on Imbalance Learning On Graphs
Size: 3.32 MB - Last synced at: 4 days ago - Pushed at: 3 months ago - Stars: 93 - Forks: 11

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: 68.4 KB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 7 - Forks: 1

monk1337/Awesome-Robust-Machine-Learning
A curated list of Robust Machine Learning papers/articles and recent advancements.
Size: 456 KB - Last synced at: 1 day ago - Pushed at: almost 3 years ago - Stars: 32 - Forks: 1

Renumics/awesome-open-data-centric-ai
Curated list of open source tooling for data-centric AI on unstructured data.
Size: 572 KB - Last synced at: 13 days ago - Pushed at: almost 2 years ago - Stars: 724 - Forks: 36

Trustworthy-ML-Lab/Robust_HighUtil_Smoothed_DRL
[ICML 24] S-DQN and S-PPO: Robust smoothed deep RL agents without sacrificing performance
Language: Python - Size: 216 MB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 5 - Forks: 0

aai-institute/pyDVL
pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation
Language: Python - Size: 436 MB - Last synced at: 1 day ago - Pushed at: 4 months ago - Stars: 136 - Forks: 7

EzgiKorkmaz/adversarial-reinforcement-learning
Reading list for adversarial perspective and robustness in deep reinforcement learning.
Size: 20.5 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 119 - Forks: 7

lucasangio01/vienna-airbnb
University group project: multivariate analysis of the Airbnbs in Vienna, Austria
Language: R - Size: 16 MB - Last synced at: 2 months ago - Pushed at: 7 months ago - Stars: 1 - Forks: 1

monk1337/Awesome-Distribution-Shift
A curated list of Distribution Shift papers/articles and recent advancements.
Size: 547 KB - Last synced at: 10 days ago - Pushed at: almost 3 years ago - Stars: 18 - Forks: 1

Shihab-Shahriar/scikit-clean
A collection of algorithms for detecting and handling label noise
Language: Python - Size: 838 KB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 16 - Forks: 3

weijiaheng/Advances-in-Label-Noise-Learning
A curated (most recent) list of resources for Learning with Noisy Labels
Size: 528 KB - Last synced at: 5 months ago - Pushed at: 11 months ago - Stars: 684 - Forks: 62

vio1etus/FLPoison
FLPoison: Benchmarking Poisoning Attacks and Defenses in Federated Learning
Language: Python - Size: 384 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 8 - Forks: 0

zjfheart/BadLabels
Challenging label noise called BadLabel; Robust label-noise learning called Robust DivideMix
Language: Python - Size: 39.6 MB - Last synced at: 5 months ago - Pushed at: over 1 year ago - Stars: 12 - Forks: 0

noopur-zambare/nc_pruning
Dense network pruning algorithm inspired from Neural Collapse geometry
Language: Jupyter Notebook - Size: 12.2 MB - Last synced at: 6 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

dlmacedo/robust-deep-learning
A project to train your model from scratch or fine-tune a pretrained model using the losses provided in this library to improve out-of-distribution detection and uncertainty estimation performances. Calibrate your model to produce enhanced uncertainty estimations. Detect out-of-distribution data using the defined score type and threshold.
Language: Python - Size: 4.16 MB - Last synced at: 3 months ago - Pushed at: almost 3 years ago - Stars: 17 - Forks: 3

Echo-Ji/ST-SSL
ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction
Language: Python - Size: 14.9 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 158 - Forks: 29

tonyduan/rs4a
Randomized Smoothing of All Shapes and Sizes (ICML 2020).
Language: Jupyter Notebook - Size: 2.38 MB - Last synced at: 5 months ago - Pushed at: about 5 years ago - Stars: 52 - Forks: 6

angelognazzo/Reliable-Trustworthy-AI
Repository for the Reliable and Trustworthy AI course offered in Fall 2022 at ETH Zürich: implementation of DeepPoly, Robustness Analyzer for Deep Neural Networks
Language: Python - Size: 6.84 MB - Last synced at: 4 months ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 1

NJUyued/RDA4RobustSSL
"RDA: Reciprocal Distribution Alignment for Robust Semi-supervised Learning" by Yue Duan (ECCV 2022)
Language: Python - Size: 10 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 9 - 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 at: 5 months ago - Pushed at: over 1 year ago - Stars: 11 - Forks: 0

mahossam/Explain2Attack
Implementation of the paper: Explain2Attack: Text Adversarial Attacks via Cross-Domain Interpretability (ICPR 2020)
Language: Python - Size: 85 KB - Last synced at: 8 months ago - Pushed at: almost 5 years ago - Stars: 1 - Forks: 1

Bai-YT/MixedNUTS
MixedNUTS: Training-Free Accuracy-Robustness Balance via Nonlinearly Mixed Classifiers
Language: Python - Size: 717 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 0

suinleelab/cxr_adv
Repository for the paper "An Adversarial Approach for the Robust Classification of Pneumonia from Chest Radiographs"
Language: Python - Size: 12.7 KB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 18 - Forks: 5

ekanshojha/Data-Science-Projects
Breast Cancer Detection - This project tackles the crucial challenge of early breast cancer detection using machine learning techniques. Using Machine learnig algorithms, Support Vector Machine, Randon Forest.
Language: Python - Size: 58.6 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

trustworthy-ml-course/trustworthy-ml-course.github.io
Trustworthy AI/ML course by Professor Birhanu Eshete, University of Michigan, Dearborn.
Language: HTML - Size: 1.98 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

shinke-li/pointcvar
The official implementation code of Paper "PointCVaR: Risk-optimized Outlier Removal for Robust 3D Point Cloud Classification" in AAAI 2024 (Oral)
Language: Python - Size: 3.69 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 6 - Forks: 0

autonlab/aqua
AQuA: A Benchmarking Tool for Label Quality Assessment
Language: Jupyter Notebook - Size: 3.26 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 15 - Forks: 0

dlmacedo/distinction-maximization-loss
A project to improve out-of-distribution detection (open set recognition) and uncertainty estimation by changing a few lines of code in your project! Perform efficient inferences (i.e., do not increase inference time) without repetitive model training, hyperparameter tuning, or collecting additional data.
Language: Python - Size: 2.45 MB - Last synced at: 5 months ago - Pushed at: almost 3 years ago - Stars: 45 - Forks: 5

lokender/REGroup
Official implementation of the paper: "REGroup: Rank-aggregating Ensemble of Generative Classifiers for Robust Predictions", IEEE WACV, 2022
Language: Jupyter Notebook - Size: 101 MB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 5 - Forks: 0

Aggrathon/rslc
Robust Single-Linkage Clustering
Language: Rust - Size: 207 KB - Last synced at: 6 months ago - Pushed at: almost 5 years ago - Stars: 2 - Forks: 0

LukeIngram/CS-486-Final-Project
Final Project for CS486 - Robust Machine Learning. PyTorch Implementation of DefenseGAN using the CIFAR-10 Dataset
Language: Jupyter Notebook - Size: 3.91 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

sfme/clsvae-error-repair
Repository for code release of preprint: "Repairing Systematic Outliers by Learning Clean Subspaces in VAEs".
Language: Jupyter Notebook - Size: 132 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

huanzhang12/ATLA_robust_RL
Robust Reinforcement Learning with the Alternating Training of Learned Adversaries (ATLA) framework
Language: Python - Size: 43.3 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 43 - Forks: 10

yaodongyu/FastDRO-MinMaxOpt
Fast Distributionally Robust Learning with Variance Reduced Min-Max Optimization
Language: Jupyter Notebook - Size: 29.3 KB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 3

bbenligiray/rml-cnn
Semi-Supervised Robust Deep Neural Networks for Multi-Label Classification
Language: Python - Size: 134 KB - Last synced at: 2 months ago - Pushed at: over 5 years ago - Stars: 17 - Forks: 2

GoktugOcal/time-series-adversarial-attacks
Investigation of the effects of adversarial attacks and adversarial training on different variants of LSTM and CNN.
Language: Python - Size: 93.8 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

fau-masters-collected-works-cgarbin/machine-learning-but-not-understanding
Are machines "learning" anything? This repository explores some of the concepts from the book "Artificial Intelligence, a guide for thinking humans", by Melanie Mitchell.
Language: Jupyter Notebook - Size: 2.85 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

cpwan/Attack-Adaptive-Aggregation-in-Federated-Learning
This is the code for our paper `Robust Federated Learning with Attack-Adaptive Aggregation' accepted by FTL-IJCAI'21.
Language: Jupyter Notebook - Size: 82.8 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 34 - Forks: 8

git-disl/FUSE
Robust Object Detection Fusion Against Deception
Language: Python - Size: 256 KB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

temmyfioye/ClusteringWineDataSet
Applying K-Means and Agglomerative hierarchical clustering to dataset
Language: Jupyter Notebook - Size: 503 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

ZFancy/SFAT
[ICLR 2023] "Combating Exacerbated Heterogeneity for Robust Models in Federated Learning"
Language: Python - Size: 8.01 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 20 - Forks: 3

lancopku/Avg-Avg
[Findings of EMNLP 2022] Holistic Sentence Embeddings for Better Out-of-Distribution Detection
Language: Python - Size: 46.9 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 11 - Forks: 3

TinfoilHat0/Defending-Against-Backdoors-with-Robust-Learning-Rate
The code of AAAI-21 paper titled "Defending against Backdoors in Federated Learning with Robust Learning Rate".
Language: Python - Size: 25.2 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 15 - Forks: 12

dlmacedo/entropic-out-of-distribution-detection
A project to add scalable state-of-the-art out-of-distribution detection (open set recognition) support by changing two lines of code! Perform efficient inferences (i.e., do not increase inference time) and detection without classification accuracy drop, hyperparameter tuning, or collecting additional data.
Language: Python - Size: 7.71 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 51 - Forks: 8

TinfoilHat0/BiFair
Code of ICLR SRML paper titled "Fair Machine Learning under Limited Demographically Labeled Data"
Language: Python - Size: 1.15 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 3 - Forks: 1
