https://github.com/google-research/ood-failures
Science Score: 36.0%
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Low similarity (2.9%) to scientific vocabulary
Last synced: 5 months ago
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Repository
Basic Info
- Host: GitHub
- Owner: google-research
- License: apache-2.0
- Language: Jupyter Notebook
- Default Branch: main
- Size: 104 KB
Statistics
- Stars: 24
- Watchers: 4
- Forks: 5
- Open Issues: 0
- Releases: 0
Created almost 5 years ago
· Last pushed almost 5 years ago
Metadata Files
Readme
Contributing
License
README.md
Understanding the failure modes of out-of-distribution generalization
This repository contains the code used for the following paper:
"Understanding the failure modes of out-of-distribution generalization" Vaishnavh Nagarajan, Anders Andreassen, Behnam Neyshabur. International Conference on Learning Representations (ICLR), 2021.
Disclaimer: this is not an official Google product.
Experiments
The code in experiments.ipynb allows you to interactively run experiments from Appendix E.
These are experiments demonstrating the effects of geometric skews and statistical skews in a real-world dataset
in the context of a max-margin classifier and a gradient-descent-trained linear classifier.
Owner
- Name: Google Research
- Login: google-research
- Kind: organization
- Location: Earth
- Website: https://research.google
- Repositories: 226
- Profile: https://github.com/google-research
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