# Reconstruction on Yale

Source: [Reconstruction on Yale](<https://www.sota2.com/research/sota/reconstruction-on-yale>)

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

Data updated: 2026-02-26T05:59:56.622Z

Evaluation of Reconstruction performance on the Yale dataset, measured using RMSE.

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 | Reconstruction |
| Dataset (including any stated split) | Yale |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 18 of 18 |
| 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

- [RMSE](<https://www.sota2.com/research/sota/reconstruction-on-yale.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| AllFea | 0.5 | Not recorded | 68fa711f1e209131cea4f41a |
| AllFea | 0.5 | Not recorded | 68fa711f1e209131cea4f41a |
| Our | 0.54 | Not recorded | 68fa711f1e209131cea4f41a |
| UFS | 0.54 | Not recorded | 68fa711f1e209131cea4f41a |
| DUFS | 0.56 | Not recorded | 68fa711f1e209131cea4f41a |
| WAST | 0.56 | Not recorded | 68fa711f1e209131cea4f41a |
| AEFS | 0.56 | Not recorded | 68fa711f1e209131cea4f41a |
| DUFS | 0.56 | Not recorded | 68fa711f1e209131cea4f41a |
| WAST | 0.56 | Not recorded | 68fa711f1e209131cea4f41a |
| AEFS | 0.56 | Not recorded | 68fa711f1e209131cea4f41a |
| RSR | 0.57 | Not recorded | 68fa711f1e209131cea4f41a |
| RSR | 0.57 | Not recorded | 68fa711f1e209131cea4f41a |
| UDFS | 0.6 | Not recorded | 68fa711f1e209131cea4f41a |
| UDFS | 0.6 | Not recorded | 68fa711f1e209131cea4f41a |
| CAE | 0.63 | Not recorded | 68fa711f1e209131cea4f41a |
| CAE | 0.63 | Not recorded | 68fa711f1e209131cea4f41a |
| LS | 0.78 | Not recorded | 68fa711f1e209131cea4f41a |
| LS | 0.78 | Not recorded | 68fa711f1e209131cea4f41a |

### AllFea

RMSE: 0.5. Result ID: 699199963a6c3148490941f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AllFea

RMSE: 0.5. Result ID: 699199963a6c3148490943a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

Recorded evaluation configuration: {"runs":10}. This record does not assert independent reproduction.

### Our

RMSE: 0.54. Result ID: 699199963a6c3148490941f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

[Implementation](<https://papers.nips.cc/paper_files/paper/2020/hash/ec24a54d62ce57ba93a531b460fa8d18-Abstract.html>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UFS

RMSE: 0.54. Result ID: 699199963a6c3148490943a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

[Implementation](<https://papers.nips.cc/paper_files/paper/2020/hash/ec24a54d62ce57ba93a531b460fa8d18-Abstract.html>)

Recorded evaluation configuration: {"m":300,"runs":10}. This record does not assert independent reproduction.

### DUFS

RMSE: 0.56. Result ID: 699199963a6c3148490941eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de31.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### WAST

RMSE: 0.56. Result ID: 699199963a6c3148490941ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e0e1e209131cea3dbaa.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AEFS

RMSE: 0.56. Result ID: 699199963a6c3148490941ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64441e209131cea039e1.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DUFS

RMSE: 0.56. Result ID: 699199963a6c31484909439b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bc1e209131cea1de31.md>)

Recorded evaluation configuration: {"m":300,"runs":10}. This record does not assert independent reproduction.

### WAST

RMSE: 0.56. Result ID: 699199963a6c31484909439c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e0e1e209131cea3dbaa.md>)

Recorded evaluation configuration: {"m":300,"runs":10}. This record does not assert independent reproduction.

### AEFS

RMSE: 0.56. Result ID: 699199963a6c31484909439d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64441e209131cea039e1.md>)

Recorded evaluation configuration: {"m":300,"runs":10}. This record does not assert independent reproduction.

### RSR

RMSE: 0.57. Result ID: 699199963a6c3148490941ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RSR

RMSE: 0.57. Result ID: 699199963a6c31484909439f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

Recorded evaluation configuration: {"m":300,"runs":10}. This record does not assert independent reproduction.

### UDFS

RMSE: 0.6. Result ID: 699199963a6c3148490941f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UDFS

RMSE: 0.6. Result ID: 699199963a6c3148490943a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

Recorded evaluation configuration: {"m":200,"runs":10}. This record does not assert independent reproduction.

### CAE

RMSE: 0.63. Result ID: 699199963a6c3148490941ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65571e209131cea09dfe.md>)

[Implementation](<https://github.com/mfbalin/Concrete-Autoencoders>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CAE

RMSE: 0.63. Result ID: 699199963a6c31484909439a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65571e209131cea09dfe.md>)

[Implementation](<https://github.com/mfbalin/Concrete-Autoencoders>)

Recorded evaluation configuration: {"m":300,"runs":10}. This record does not assert independent reproduction.

### LS

RMSE: 0.78. Result ID: 699199963a6c3148490941ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LS

RMSE: 0.78. Result ID: 699199963a6c31484909439e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa711f1e209131cea4f41a.md>)

Recorded evaluation configuration: {"m":300,"runs":10}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
