# Conformal Prediction on PathMNIST (test)

Source: [Conformal Prediction on PathMNIST (test)](<https://www.sota2.com/research/sota/conformal-prediction-on-pathmnist-test>)

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

Data updated: 2026-05-14T07:50:01.868Z

Evaluation of Conformal Prediction methods on the test split of the PathMNIST dataset, focusing on metrics like Coverage, Average Size, and Singleton rate.

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 | Conformal Prediction |
| Dataset (including any stated split) | PathMNIST (test) |
| Metric | Coverage |
| 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

- [Coverage](<https://www.sota2.com/research/sota/conformal-prediction-on-pathmnist-test.md?metric=Coverage>): Higher is better; unit: PERCENT.

- [Average Set Size](<https://www.sota2.com/research/sota/conformal-prediction-on-pathmnist-test.md?metric=Average%20Set%20Size>): Lower is better; unit: SCALAR.

- [Singleton Rate](<https://www.sota2.com/research/sota/conformal-prediction-on-pathmnist-test.md?metric=Singleton%20Rate>): Higher is better; unit: PERCENT.

- [Empty Set Rate](<https://www.sota2.com/research/sota/conformal-prediction-on-pathmnist-test.md?metric=Empty%20Set%20Rate>): Lower is better; unit: PERCENT.

- [Minimum Stratified Coverage](<https://www.sota2.com/research/sota/conformal-prediction-on-pathmnist-test.md?metric=Minimum%20Stratified%20Coverage>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Coverage | Result date | Report paper |
| --- | --- | --- | --- |
| RAPS (Adaptive) | 95 | Not recorded | 6a0556ecdbc836b87d828b20 |
| RAPS (Size) | 91.82 | Not recorded | 6a0556ecdbc836b87d828b20 |
| RAPS (Temp) | 91.81 | Not recorded | 6a0556ecdbc836b87d828b20 |
| Naive† | 91.77 | Not recorded | 6a0556ecdbc836b87d828b20 |
| LAC† | 72.99 | Not recorded | 6a0556ecdbc836b87d828b20 |

### RAPS (Adaptive)

Coverage: 95. Result ID: 6a057e9b47f34ce924ec3c0a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0556ecdbc836b87d828b20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0556ecdbc836b87d828b20.md>)

Recorded evaluation configuration: {"Alpha (target error rate)":"0.1"}. This record does not assert independent reproduction.

### RAPS (Size)

Coverage: 91.82. Result ID: 6a057e9b47f34ce924ec3c08.

[Reporting paper](<https://www.sota2.com/research/paper/6a0556ecdbc836b87d828b20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59911e209131ce9b81a6.md>)

Recorded evaluation configuration: {"Alpha (target error rate)":"0.1"}. This record does not assert independent reproduction.

### RAPS (Temp)

Coverage: 91.81. Result ID: 6a057e9b47f34ce924ec3c09.

[Reporting paper](<https://www.sota2.com/research/paper/6a0556ecdbc836b87d828b20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59911e209131ce9b81a6.md>)

Recorded evaluation configuration: {"Alpha (target error rate)":"0.1"}. This record does not assert independent reproduction.

### Naive†

Coverage: 91.77. Result ID: 6a057e9b47f34ce924ec3c06.

[Reporting paper](<https://www.sota2.com/research/paper/6a0556ecdbc836b87d828b20.md>)

Recorded evaluation configuration: {"Alpha (target error rate)":"0.1"}. This record does not assert independent reproduction.

### LAC†

Coverage: 72.99. Result ID: 6a057e9b47f34ce924ec3c07.

[Reporting paper](<https://www.sota2.com/research/paper/6a0556ecdbc836b87d828b20.md>)

Recorded evaluation configuration: {"Alpha (target error rate)":"0.1"}. This record does not assert independent reproduction.

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