# Weight-space INR classification on FashionMNIST (test)

Source: [Weight-space INR classification on FashionMNIST (test)](<https://www.sota2.com/research/sota/weight-space-inr-classification-on-fashionmnist-test>)

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

Data updated: 2026-02-26T06:06:12.301Z

Evaluation of Weight-space INR classification performance on the test split of the FashionMNIST dataset.

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 INR classification |
| Dataset (including any stated split) | FashionMNIST (test) |
| Metric | Test Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

- [Test Accuracy](<https://www.sota2.com/research/sota/weight-space-inr-classification-on-fashionmnist-test.md?metric=Test%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Test Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| INR2ARRAY | 79.3 | Not recorded | 68fa6f681e209131cea455f7 |
| INR2ARRAY | 76.7 | Not recorded | 68fa6f681e209131cea455f7 |
| NFN | 75.6 | Not recorded | 68fa6f681e209131cea455f7 |
| Spatial NFN | 70.8 | Not recorded | 68fa6f681e209131cea455f7 |
| DWS | 65.5 | Not recorded | 68fa6f681e209131cea455f7 |

### INR2ARRAY

Test Accuracy: 79.3. Result ID: 6990acb73a6c3148490255cf.

[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: {"Backbone":"NFT"}. This record does not assert independent reproduction.

### INR2ARRAY

Test Accuracy: 76.7. Result ID: 6990acb73a6c3148490255ce.

[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: {"Backbone":"NFN"}. This record does not assert independent reproduction.

### NFN

Test Accuracy: 75.6. Result ID: 6990acb73a6c3148490255cc.

[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: Not recorded. This record does not assert independent reproduction.

### Spatial NFN

Test Accuracy: 70.8. Result ID: 6990acb73a6c3148490255cd.

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

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

### DWS

Test Accuracy: 65.5. Result ID: 6990acb73a6c3148490255cb.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8b1e209131cea46204.md>)

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

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