# Offline Policy Evaluation on Sepsis-POMDP (test)

Source: [Offline Policy Evaluation on Sepsis-POMDP (test)](<https://www.sota2.com/research/sota/offline-policy-evaluation-on-sepsis-pomdp-test>)

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

Data updated: 2026-02-26T05:50:49.011Z

Evaluation of Offline Policy Evaluation methods using the test split of the Sepsis POMDP dataset, measured by 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 | Offline Policy Evaluation |
| Dataset (including any stated split) | Sepsis-POMDP (test) |
| Metric | MSE |
| Unit | SCALAR |
| Direction | Lower 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

- [MSE](<https://www.sota2.com/research/sota/offline-policy-evaluation-on-sepsis-pomdp-test.md?metric=MSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| OPERA | 0.2749 | Not recorded | 68fa75751e209131cea680ea |
| OPERA | 0.275 | Not recorded | 68fa75751e209131cea680ea |
| IS | 0.2799 | Not recorded | 68fa75751e209131cea680ea |
| IS | 0.2804 | Not recorded | 68fa75751e209131cea680ea |
| WIS | 0.285 | Not recorded | 68fa75751e209131cea680ea |
| WIS | 0.3092 | Not recorded | 68fa75751e209131cea680ea |
| FQE | 0.3931 | Not recorded | 68fa75751e209131cea680ea |
| FQE | 0.4078 | Not recorded | 68fa75751e209131cea680ea |

### OPERA

MSE: 0.2749. Result ID: 6993ae213a6c31484917c81b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ea.md>)

Recorded evaluation configuration: {"N":"1000"}. This record does not assert independent reproduction.

### OPERA

MSE: 0.275. Result ID: 6993ae213a6c31484917c817.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ea.md>)

Recorded evaluation configuration: {"N":"200"}. This record does not assert independent reproduction.

### IS

MSE: 0.2799. Result ID: 6993ae213a6c31484917c81c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ea.md>)

Recorded evaluation configuration: {"N":"1000"}. This record does not assert independent reproduction.

### IS

MSE: 0.2804. Result ID: 6993ae213a6c31484917c818.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ea.md>)

Recorded evaluation configuration: {"N":"200"}. This record does not assert independent reproduction.

### WIS

MSE: 0.285. Result ID: 6993ae213a6c31484917c819.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ea.md>)

Recorded evaluation configuration: {"N":"200"}. This record does not assert independent reproduction.

### WIS

MSE: 0.3092. Result ID: 6993ae213a6c31484917c81d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ea.md>)

Recorded evaluation configuration: {"N":"1000"}. This record does not assert independent reproduction.

### FQE

MSE: 0.3931. Result ID: 6993ae213a6c31484917c81a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa55b01e209131ce99623a.md>)

Recorded evaluation configuration: {"N":"200"}. This record does not assert independent reproduction.

### FQE

MSE: 0.4078. Result ID: 6993ae213a6c31484917c81e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa55b01e209131ce99623a.md>)

Recorded evaluation configuration: {"N":"1000"}. This record does not assert independent reproduction.

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