# INR Editing (gradient) on FashionMNIST (test)

Source: [INR Editing (gradient) on FashionMNIST (test)](<https://www.sota2.com/research/sota/inr-editing-gradient-on-fashionmnist-test>)

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

Data updated: 2026-02-26T05:50:41.698Z

Evaluation of Implicit Neural Representation (INR) editing performance using gradient-based methods on the test split of the FashionMNIST dataset, measured via 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 | INR editing (gradient) |
| Dataset (including any stated split) | FashionMNIST (test) |
| Metric | MSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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/inr-editing-gradient-on-fashionmnist-test.md?metric=MSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| NFT | 0.08 | Not recorded | 68fa6f681e209131cea455f7 |
| NFN\_NP | 0.087 | Not recorded | 68fa6f681e209131cea455f7 |
| NFN\_HNP | 0.0878 | Not recorded | 68fa6f681e209131cea455f7 |

### NFT

MSE: 0.08. Result ID: 6990acb73a6c3148490255df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f681e209131cea455f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f681e209131cea455f7.md>)

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

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

### NFN\_NP

MSE: 0.087. Result ID: 6990acb73a6c3148490255de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f681e209131cea455f7.md>)

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

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

Recorded evaluation configuration: {"variant":"NP"}. This record does not assert independent reproduction.

### NFN\_HNP

MSE: 0.0878. Result ID: 6990acb73a6c3148490255dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f681e209131cea455f7.md>)

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

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

Recorded evaluation configuration: {"variant":"HNP"}. This record does not assert independent reproduction.

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