# Applicability Authorization on Digit datasets (MNIST, USPS, SVHN, MNIST-M)

Source: [Applicability Authorization on Digit datasets (MNIST, USPS, SVHN, MNIST-M)](<https://www.sota2.com/research/sota/applicability-authorization-on-digit-datasets-mnist-usps-svhn-mnist-m>)

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

Data updated: 2026-02-26T05:35:09.478Z

Evaluation of model applicability authorization performance across the combined MNIST, USPS, SVHN, and MNIST-M digit datasets.

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 | Applicability Authorization |
| Dataset (including any stated split) | Digit datasets (MNIST, USPS, SVHN, MNIST-M) |
| Metric | Authorization Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Authorization Success Rate](<https://www.sota2.com/research/sota/applicability-authorization-on-digit-datasets-mnist-usps-svhn-mnist-m.md?metric=Authorization%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Accuracy (MNIST)](<https://www.sota2.com/research/sota/applicability-authorization-on-digit-datasets-mnist-usps-svhn-mnist-m.md?metric=Accuracy%20(MNIST)>): Higher is better; unit: PERCENT.

- [Accuracy (USPS)](<https://www.sota2.com/research/sota/applicability-authorization-on-digit-datasets-mnist-usps-svhn-mnist-m.md?metric=Accuracy%20(USPS)>): Higher is better; unit: PERCENT.

- [Accuracy (SVHN)](<https://www.sota2.com/research/sota/applicability-authorization-on-digit-datasets-mnist-usps-svhn-mnist-m.md?metric=Accuracy%20(SVHN)>): Higher is better; unit: PERCENT.

- [Accuracy (MNIST-M)](<https://www.sota2.com/research/sota/applicability-authorization-on-digit-datasets-mnist-usps-svhn-mnist-m.md?metric=Accuracy%20(MNIST-M)>): Higher is better; unit: PERCENT.

- [Applicability Score (Other Domain)](<https://www.sota2.com/research/sota/applicability-authorization-on-digit-datasets-mnist-usps-svhn-mnist-m.md?metric=Applicability%20Score%20(Other%20Domain)>): Higher is better; unit: PERCENT.

- [Drop Rate](<https://www.sota2.com/research/sota/applicability-authorization-on-digit-datasets-mnist-usps-svhn-mnist-m.md?metric=Drop%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Authorization Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| CUTI-domain | 100 | Not recorded | 68fa6ed11e209131cea42650 |
| NTL | 99.8 | Not recorded | 68fa6ed11e209131cea42650 |
| CUTI-domain | 99.5 | Not recorded | 68fa6ed11e209131cea42650 |
| NTL | 99.5 | Not recorded | 68fa6ed11e209131cea42650 |
| NTL | 99.3 | Not recorded | 68fa6ed11e209131cea42650 |
| CUTI-domain | 99.2 | Not recorded | 68fa6ed11e209131cea42650 |
| CUTI-domain | 99.1 | Not recorded | 68fa6ed11e209131cea42650 |
| NTL | 98.5 | Not recorded | 68fa6ed11e209131cea42650 |

### CUTI-domain

Authorization Success Rate: 100. Result ID: 69904db73a6c314849ff9343.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Implementation](<https://github.com/LyWang12/CUTI-Domain>)

Recorded evaluation configuration: {"Source Domain":"MT"}. This record does not assert independent reproduction.

### NTL

Authorization Success Rate: 99.8. Result ID: 69904db73a6c314849ff9344.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6be31e209131cea30ee3.md>)

Recorded evaluation configuration: {"Source Domain":"MT"}. This record does not assert independent reproduction.

### CUTI-domain

Authorization Success Rate: 99.5. Result ID: 69904db73a6c314849ff9349.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Implementation](<https://github.com/LyWang12/CUTI-Domain>)

Recorded evaluation configuration: {"Source Domain":"MM"}. This record does not assert independent reproduction.

### NTL

Authorization Success Rate: 99.5. Result ID: 69904db73a6c314849ff934a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6be31e209131cea30ee3.md>)

Recorded evaluation configuration: {"Source Domain":"MM"}. This record does not assert independent reproduction.

### NTL

Authorization Success Rate: 99.3. Result ID: 69904db73a6c314849ff9348.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6be31e209131cea30ee3.md>)

Recorded evaluation configuration: {"Source Domain":"SN"}. This record does not assert independent reproduction.

### CUTI-domain

Authorization Success Rate: 99.2. Result ID: 69904db73a6c314849ff9345.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Implementation](<https://github.com/LyWang12/CUTI-Domain>)

Recorded evaluation configuration: {"Source Domain":"US"}. This record does not assert independent reproduction.

### CUTI-domain

Authorization Success Rate: 99.1. Result ID: 69904db73a6c314849ff9347.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Implementation](<https://github.com/LyWang12/CUTI-Domain>)

Recorded evaluation configuration: {"Source Domain":"SN"}. This record does not assert independent reproduction.

### NTL

Authorization Success Rate: 98.5. Result ID: 69904db73a6c314849ff9346.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6be31e209131cea30ee3.md>)

Recorded evaluation configuration: {"Source Domain":"US"}. This record does not assert independent reproduction.

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