Distributionally robust neural networks for group shifts
☆295Jan 3, 2023Updated 3 years ago
Alternatives and similar repositories for group_DRO
Users that are interested in group_DRO are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Code for "Just Train Twice: Improving Group Robustness without Training Group Information"☆72May 18, 2024Updated last year
- A machine learning benchmark of in-the-wild distribution shifts, with data loaders, evaluators, and default models.☆597Jan 26, 2024Updated 2 years ago
- Code for Environment Inference for Invariant Learning (ICML 2021 Paper)☆51Jun 10, 2021Updated 4 years ago
- Group-conditional DRO to alleviate spurious correlations☆15Jul 15, 2021Updated 4 years ago
- PyTorch implementation of efficient algorithms for DRO with CVaR and Chi-Square uncertainty sets☆65Oct 21, 2022Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Simple data balancing baselines for worst-group-accuracy benchmarks.☆44Oct 24, 2023Updated 2 years ago
- An Investigation of Why Overparameterization Exacerbates Spurious Correlations☆30Jul 12, 2020Updated 5 years ago
- Distributional and Outlier Robust Optimization (ICML 2021)☆28Jul 10, 2021Updated 4 years ago
- ☆23Jun 15, 2022Updated 3 years ago
- Toy datasets to evaluate algorithms for domain generalization and invariance learning.☆43Dec 5, 2021Updated 4 years ago
- ☆42Oct 2, 2018Updated 7 years ago
- [ICML 2023] Change is Hard: A Closer Look at Subpopulation Shift☆111Jul 10, 2023Updated 2 years ago
- The Pitfalls of Simplicity Bias in Neural Networks [NeurIPS 2020] (http://arxiv.org/abs/2006.07710v2)☆42Jan 21, 2024Updated 2 years ago
- ☆110Sep 20, 2023Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- ☆57Aug 14, 2020Updated 5 years ago
- This is the project for IRM methods☆12Sep 13, 2021Updated 4 years ago
- ☆63Sep 29, 2020Updated 5 years ago
- "Predict, then Interpolate: A Simple Algorithm to Learn Stable Classifiers" ICML 2021☆17Jun 1, 2021Updated 4 years ago
- LISA for ICML 2022☆52Apr 12, 2023Updated 3 years ago
- ☆143Oct 2, 2020Updated 5 years ago
- The repository for the official Biased Action Recognition (BAR) dataset for the paper Learning from Failure: Training Debiased Classifier…☆35Nov 10, 2020Updated 5 years ago
- ☆27Feb 19, 2023Updated 3 years ago
- Implementation of Invariant Risk Minimization https://arxiv.org/abs/1907.02893☆92Feb 13, 2020Updated 6 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Code for paper "Out-of-Domain Robustness via Targeted Augmentations"☆14Feb 25, 2023Updated 3 years ago
- This is the code for the paper Bayesian Invariant Risk Minmization of CVPR 2022.☆48Jun 25, 2023Updated 2 years ago
- Official codebase for the NeurIPS 2023 paper: Towards Last-layer Retraining for Group Robustness with Fewer Annotations. https://arxiv.or…☆12May 15, 2024Updated last year
- Learning the Difference that Makes a Difference with Counterfactually-Augmented Data☆170Apr 26, 2021Updated 4 years ago
- Toolkit for building machine learning models that generalize to unseen domains and are robust to privacy and other attacks.☆175Oct 3, 2023Updated 2 years ago
- SpuCo is a Python package developed to further research to address spurious correlations.☆25Jan 16, 2025Updated last year
- Official implementation of paper Gradient Matching for Domain Generalization☆124Dec 14, 2021Updated 4 years ago
- ☆12Jul 17, 2023Updated 2 years ago
- Code for Model Agnostic Sample Reweighting for Out-of-Distribution Learning☆45Apr 18, 2023Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Tensorflow implementation of "Meta Dropout: Learning to Perturb Latent Features for Generalization" (ICLR 2020)☆27Apr 27, 2020Updated 5 years ago
- A reproduced PyTorch implementation of the Adversarially Reweighted Learning (ARL) model, originally presented in "Fairness without Demog…☆20Jan 30, 2021Updated 5 years ago
- Official code repository for Correct-N-Contrast☆23Jul 18, 2022Updated 3 years ago
- Gradient Starvation: A Learning Proclivity in Neural Networks☆60Jan 10, 2021Updated 5 years ago
- All about domain generalization☆843Feb 25, 2025Updated last year
- ModelDiff: A Framework for Comparing Learning Algorithms☆58Aug 15, 2023Updated 2 years ago
- Tensorflow implementation of Invariant Rationalization☆50Feb 16, 2023Updated 3 years ago