spurious-correlations

There are 1 repository under spurious-correlations topic.

YyzHarry / SubpopBench
[ICML 2023] Change is Hard: A Closer Look at Subpopulation Shift
benchmark domain-generalization out-of-distribution subgroup subpopulation subpopulation-shift class-imbalance ood-generalization ood-robustness spurious-correlations icml icml-2023
Language:Python 95
trishume / dayder
Search lots of data sets for spurious correlations
data-mining hackathon spurious-correlations terrible-hack
Language:Rust 55
xijiz / cfgen
Implementation of the EMNLP 2020 paper "Counterfactual Generator: A Weakly-Supervised Method for Named Entity Recognition".
named-entity-recognition causality spurious-correlations natural-language-processing
Language:Python 53
YanNeu / spurious_imagenet
Spurious Features Everywhere - Large-Scale Detection of Harmful Spurious Features in ImageNet
benchmark detection imagenet spurious-correlations spurious-features spurious-imagenet
Language:Python 29
LFhase / FeAT
[NeurIPS 2023] Understanding and Improving Feature Learning for Out-of-Distribution Generalization
domain-generalization feature-learning invariant-learning out-of-distribution-generalization spurious-correlations
Language:Python 23
YyzHarry / shortcut-ood-fairness
[Nature Medicine] The Limits of Fair Medical Imaging AI In Real-World Generalization
algorithmic-fairness bias-mitigation fairness medical-imaging ood-generalization out-of-distribution shortcut-learning shortcuts spurious-correlations subpopulation generalization nature-medicine
Language:Python 18
yangarbiter / rare-spurious-correlation
Understanding Rare Spurious Correlations in Neural Network
spurious-correlations deep-learning machine-learning rare-spurious-correlations pytorch neural-network
Language:Jupyter Notebook 11
fjodor / spurious_hidden_corr
How to detect spurious and hidden correlations in R using linear models
spurious-correlations hidden-correlations linear-models
Language:R 3
gianlucarloni / crocodile
Carloni, G., Tsaftaris, S. A., & Colantonio, S. (2024). CROCODILE: Causality aids RObustness via COntrastive DIsentangled LEarning @ MICCAI 2024 UNSURE Workshop
causality chest-xray-images contrastive-learning disentangled-representations domain-generalization domain-shift fairness invariant-features medical-imaging out-of-distribution spurious-correlations inject-prior-knowledge miccai miccai2024 unsure
Language:Python 3
geonyeong-park / DCWP
The official repository for "Training Debiased Subnetworks with Contrastive Weight Pruning"
debiasing pruning spurious-correlations
Language:Python 2
statsim / spurious-correlation
Spurious correlation simulator
correlation-coefficient random-walk spurious-correlations timeseries
Language:HTML 2
Linxyhaha / IFL
Mitigating Spurious Correlations for Self-supervised Recommendation
ood-generalization pytorch recommender-system self-supervised-learning spurious-correlations
Language:Python 1
Deceptrax123 / Spurious-Correlation-Mitigation-in-YOLOv5
Autoencoder based approach for the mitigation of spurious correlations on YOLOv5 detections
global-wheat-detection research transfer-learning autoencoder inpainting spurious-correlations weighted-box-fusion
0
zthsk / CEBERT
This is the official implementation of our paper Robust Hate Speech Detection via Mitigating Spurious Correlations (Tiwari et al., AACL-IJCNLP 2022)
bert-fine-tuning bert-model hate-speech-detection spurious-correlations robust-nlp
Language:Python 0