google-deepmind / google-deepmind/optax
Feature Request: add MixMatch and FixMatch training support for semi-supervised learning (SSL)
Open
type:feature
- Dominant language
- Python
- Stars
- 2.3k
- Forks
- 369
- Avg merge
- 10h 15m
- Merged PRs (30d)
- 7
Description
### Why this feature
MixMatch and FixMatch are widely adopted SSL baselines and would make this repository more complete for modern semi-supervised workflows.
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### References
1) **MixMatch: A Holistic Approach to Semi-Supervised Learning** (NeurIPS 2019)
- Paper: https://papers.neurips.cc/paper/2019/file/1cd138d0499a68f4bb72bee04bbec2d7-Paper.pdf
- Citations: **~4571** *(approx.)*
2) **FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence** (NeurIPS 2020)
- Paper: https://papers.nips.cc/paper_files/paper/2020/file/06964dce9addb1c5cb5d6e3d9838f733-Paper.pdf
- Citations: **~5438** *(approx.)*
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