# House price prediction on Kaggle House Price (train)

Source: [House price prediction on Kaggle House Price (train)](<https://www.sota2.com/research/sota/house-price-prediction-on-kaggle-house-price-train>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:50:40.144Z

Evaluation of house price prediction models on the training split of the Kaggle House Price dataset, measured using Mean Squared Error (MSE).

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | House price prediction |
| Dataset (including any stated split) | Kaggle House Price (train) |
| Metric | MSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [MSE](<https://www.sota2.com/research/sota/house-price-prediction-on-kaggle-house-price-train.md?metric=MSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| ERM | 0.1141 | Not recorded | 68fa6da51e209131cea3b25c |
| group DRO | 0.1213 | Not recorded | 68fa6da51e209131cea3b25c |
| IRM | 0.1327 | Not recorded | 68fa6da51e209131cea3b25c |
| ZIN | 0.2275 | Not recorded | 68fa6da51e209131cea3b25c |
| HRM | 0.319 | Not recorded | 68fa6da51e209131cea3b25c |
| HRM | 0.3466 | Not recorded | 68fa6da51e209131cea3b25c |
| EIIL | 0.6841 | Not recorded | 68fa6da51e209131cea3b25c |
| EIIL | 0.6912 | Not recorded | 68fa6da51e209131cea3b25c |

### ERM

MSE: 0.1141. Result ID: 698fcd073a6c314849fbf3fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b11e209131cea2370a.md>)

Recorded evaluation configuration: {"Env Index":"No"}. This record does not assert independent reproduction.

### group DRO

MSE: 0.1213. Result ID: 698fcd073a6c314849fbf3fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159c7.md>)

Recorded evaluation configuration: {"Env Index":"Yes"}. This record does not assert independent reproduction.

### IRM

MSE: 0.1327. Result ID: 698fcd073a6c314849fbf3fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673c1e209131cea15133.md>)

[Implementation](<https://github.com/facebookresearch/InvariantRiskMinimization>)

Recorded evaluation configuration: {"Env Index":"Yes"}. This record does not assert independent reproduction.

### ZIN

MSE: 0.2275. Result ID: 698fcd073a6c314849fbf401.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Implementation](<https://github.com/linyongver/ZIN_official>)

Recorded evaluation configuration: {"Env Index":"No"}. This record does not assert independent reproduction.

### HRM

MSE: 0.319. Result ID: 698fcd073a6c314849fbf400.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a271e209131cea2664a.md>)

Recorded evaluation configuration: {"Env Index":"No","Use Auxiliary Variable Z":true}. This record does not assert independent reproduction.

### HRM

MSE: 0.3466. Result ID: 698fcd073a6c314849fbf3ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a271e209131cea2664a.md>)

Recorded evaluation configuration: {"Env Index":"No","Use Auxiliary Variable Z":false}. This record does not assert independent reproduction.

### EIIL

MSE: 0.6841. Result ID: 698fcd073a6c314849fbf3fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5f1e209131cea27cee.md>)

Recorded evaluation configuration: {"Env Index":"No","Use Auxiliary Variable Z":false}. This record does not assert independent reproduction.

### EIIL

MSE: 0.6912. Result ID: 698fcd073a6c314849fbf3fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5f1e209131cea27cee.md>)

Recorded evaluation configuration: {"Env Index":"No","Use Auxiliary Variable Z":true}. This record does not assert independent reproduction.

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