# Weight space style editing (Contrast enhancement) on CIFAR-10 SIREN encoded (test)

Source: [Weight space style editing (Contrast enhancement) on CIFAR-10 SIREN encoded (test)](<https://www.sota2.com/research/sota/weight-space-style-editing-contrast-enhancement-on-cifar-10-siren-encoded-test>)

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

Data updated: 2026-04-28T09:04:25.861Z

Evaluation of model performance on weight space style editing, specifically contrast enhancement, using the SIREN encoded version of the CIFAR-10 test set, measured by 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 | Weight space style editing (Contrast enhancement) |
| Dataset (including any stated split) | CIFAR-10 SIREN encoded (test) |
| Metric | MSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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/weight-space-style-editing-contrast-enhancement-on-cifar-10-siren-encoded-test.md?metric=MSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| Monomial-NFN Quasi | 0.019 | Not recorded | 69f03f5155a3c32af89fa341 |
| NP | 0.02 | Not recorded | 69f03f5155a3c32af89fa341 |
| Monomial-NFN | 0.02 | Not recorded | 69f03f5155a3c32af89fa341 |
| HNP | 0.021 | Not recorded | 69f03f5155a3c32af89fa341 |
| MLP | 0.031 | Not recorded | 69f03f5155a3c32af89fa341 |

### Monomial-NFN Quasi

MSE: 0.019. Result ID: 69f0780b47f34ce924d68c5f.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa341.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa341.md>)

Recorded evaluation configuration: {"Parameter overhead":"1% params ++"}. This record does not assert independent reproduction.

### NP

MSE: 0.02. Result ID: 69f0780b47f34ce924d68c5d.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa341.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c671.md>)

[Implementation](<https://github.com/AllanYangZhou/nfn>)

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

### Monomial-NFN

MSE: 0.02. Result ID: 69f0780b47f34ce924d68c5e.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa341.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77691e209131cea731f6.md>)

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

### HNP

MSE: 0.021. Result ID: 69f0780b47f34ce924d68c5c.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa341.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ac1e209131cea4c671.md>)

[Implementation](<https://github.com/AllanYangZhou/nfn>)

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

### MLP

MSE: 0.031. Result ID: 69f0780b47f34ce924d68c5b.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5155a3c32af89fa341.md>)

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

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