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Description
MetaLearners are a family of approaches to estimate CATEs. This issue is supposed to track which concrete MetaLearners have already been implemented in this library.
| Name | Reference | Implemented? |
|---|---|---|
| T-Learner | https://arxiv.org/pdf/1706.03461 | ✅ |
| S-Learner | https://arxiv.org/pdf/1706.03461 | ✅ |
| R-Learner | https://arxiv.org/pdf/1712.04912 | ✅ |
| X-Learner | https://arxiv.org/pdf/1706.03461 | ✅ |
| DR-Learner | https://arxiv.org/pdf/2004.14497 | ✅ |
| RA-Learner | https://arxiv.org/pdf/2101.10943 | |
| EP-Learner | https://arxiv.org/pdf/2402.01972 | |
| U-Learner | https://arxiv.org/pdf/1706.03461 | |
| F-Learner | https://arxiv.org/pdf/1706.03461 | |
| M-Learner (a.k.a PW-Learner) | https://arxiv.org/pdf/2101.10943 | |
| H-Learner | https://www.arxiv.org/pdf/2506.13680 |
Please let us know if you'd like to use a MetaLearner -- whether already part of this list or not -- which is not yet implemented.
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