# Imagination Board Reconstruction on MNIST 8-puzzle Noisy

Source: [Imagination Board Reconstruction on MNIST 8-puzzle Noisy](<https://www.sota2.com/research/sota/imagination-board-reconstruction-on-mnist-8-puzzle-noisy>)

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

Data updated: 2026-03-04T16:11:08.299Z

Evaluation of model performance on reconstructing the target board configuration for the 8-puzzle problem using the noisy variant of the MNIST subset, measured by F1-score.

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 | Imagination Board Reconstruction |
| Dataset (including any stated split) | MNIST 8-puzzle Noisy |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/imagination-board-reconstruction-on-mnist-8-puzzle-noisy.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| DWMR+AE | 90 | Not recorded | 69a66c662d603e6de3e3d2cf |
| DWMR+β-VAE | 82 | Not recorded | 69a66c662d603e6de3e3d2cf |
| DWMR | 80 | Not recorded | 69a66c662d603e6de3e3d2cf |
| DeepcubeAI | 73 | Not recorded | 69a66c662d603e6de3e3d2cf |
| β-VAE | 58 | Not recorded | 69a66c662d603e6de3e3d2cf |
| AE | 44 | Not recorded | 69a66c662d603e6de3e3d2cf |

### DWMR+AE

F1 Score: 90. Result ID: 69a859906dbb7075b94fbbde.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c662d603e6de3e3d2cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c662d603e6de3e3d2cf.md>)

Recorded evaluation configuration: {"Probe":"Linear","Runs":"10"}. This record does not assert independent reproduction.

### DWMR+β-VAE

F1 Score: 82. Result ID: 69a859906dbb7075b94fbbdf.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c662d603e6de3e3d2cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c662d603e6de3e3d2cf.md>)

Recorded evaluation configuration: {"Probe":"Linear","Runs":"10"}. This record does not assert independent reproduction.

### DWMR

F1 Score: 80. Result ID: 69a859906dbb7075b94fbbdd.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c662d603e6de3e3d2cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c662d603e6de3e3d2cf.md>)

Recorded evaluation configuration: {"Probe":"Linear","Runs":"10"}. This record does not assert independent reproduction.

### DeepcubeAI

F1 Score: 73. Result ID: 69a859906dbb7075b94fbbdc.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c662d603e6de3e3d2cf.md>)

Recorded evaluation configuration: {"Probe":"Linear","Runs":"10"}. This record does not assert independent reproduction.

### β-VAE

F1 Score: 58. Result ID: 69a859906dbb7075b94fbbdb.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c662d603e6de3e3d2cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbf1e209131cea35c07.md>)

Recorded evaluation configuration: {"Probe":"Linear","Runs":"10"}. This record does not assert independent reproduction.

### AE

F1 Score: 44. Result ID: 69a859906dbb7075b94fbbda.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c662d603e6de3e3d2cf.md>)

Recorded evaluation configuration: {"Probe":"Linear","Runs":"10"}. This record does not assert independent reproduction.

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