# Conformal Prediction on OrganAMNIST

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

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

Data updated: 2026-05-14T07:50:01.896Z

Evaluation of Conformal Prediction methods on the OrganAMNIST dataset, focusing on metrics such as Coverage and prediction set size characteristics (Avg Size, Singleton, Empty).

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) | OrganAMNIST |
| 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-organamnist.md?metric=Coverage>): Higher is better; unit: PERCENT.

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

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

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

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

## Recorded results

| Method | Coverage | Result date | Report paper |
| --- | --- | --- | --- |
| RAPS (Adaptive) | 95.72 | Not recorded | 6a0556ecdbc836b87d828b20 |
| RAPS (Size) | 93.21 | Not recorded | 6a0556ecdbc836b87d828b20 |
| RAPS (Temp) | 93.21 | Not recorded | 6a0556ecdbc836b87d828b20 |
| Naive | 93.2 | Not recorded | 6a0556ecdbc836b87d828b20 |
| LAC | 80.51 | Not recorded | 6a0556ecdbc836b87d828b20 |

### RAPS (Adaptive)

Coverage: 95.72. Result ID: 6a057e9b47f34ce924ec3c0f.

[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":"0.1","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### RAPS (Size)

Coverage: 93.21. Result ID: 6a057e9b47f34ce924ec3c0d.

[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":"0.1","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### RAPS (Temp)

Coverage: 93.21. Result ID: 6a057e9b47f34ce924ec3c0e.

[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":"0.1","Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### Naive

Coverage: 93.2. Result ID: 6a057e9b47f34ce924ec3c0b.

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

Recorded evaluation configuration: {"alpha":"0.1","Backbone":"ResNet-18","Note":"Only one populated stratum"}. This record does not assert independent reproduction.

### LAC

Coverage: 80.51. Result ID: 6a057e9b47f34ce924ec3c0c.

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

Recorded evaluation configuration: {"alpha":"0.1","Backbone":"ResNet-18","Note":"Only one populated stratum"}. This record does not assert independent reproduction.

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