# Outlier Explanation on CENSUS (Group 3)

Source: [Outlier Explanation on CENSUS (Group 3)](<https://www.sota2.com/research/sota/outlier-explanation-on-census-group-3>)

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

Data updated: 2026-02-26T05:45:02.149Z

Evaluation of Outlier Explanation performance on the CENSUS (Group 3) dataset, measured by metrics including FUO, FCO, FCN, AL, NT, and MDL.

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 | Outlier Explanation |
| Dataset (including any stated split) | CENSUS (Group 3) |
| Metric | FUO |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [FUO](<https://www.sota2.com/research/sota/outlier-explanation-on-census-group-3.md?metric=FUO>): Lower is better; unit: SCALAR.

- [FCO](<https://www.sota2.com/research/sota/outlier-explanation-on-census-group-3.md?metric=FCO>): Higher is better; unit: SCALAR.

- [FCN](<https://www.sota2.com/research/sota/outlier-explanation-on-census-group-3.md?metric=FCN>): Higher is better; unit: SCALAR.

- [AL](<https://www.sota2.com/research/sota/outlier-explanation-on-census-group-3.md?metric=AL>): Higher is better; unit: SCALAR.

- [NT](<https://www.sota2.com/research/sota/outlier-explanation-on-census-group-3.md?metric=NT>): Higher is better; unit: SCALAR.

- [MDL](<https://www.sota2.com/research/sota/outlier-explanation-on-census-group-3.md?metric=MDL>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FUO | Result date | Report paper |
| --- | --- | --- | --- |
| RIPPER | 0 | Not recorded | 68fa66981e209131cea11375 |
| BRL | 0 | Not recorded | 68fa66981e209131cea11375 |
| BRS | 0 | Not recorded | 68fa66981e209131cea11375 |
| DTDM | 0 | Not recorded | 68fa66981e209131cea11375 |
| D-BCCM | 0.01 | Not recorded | 68fa66981e209131cea11375 |
| D-WCCM | 0.02 | Not recorded | 68fa66981e209131cea11375 |

### RIPPER

FUO: 0. Result ID: 698cfae48b517eb4331e23d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11375.md>)

Recorded evaluation configuration: {"Time (s)":735}. This record does not assert independent reproduction.

### BRL

FUO: 0. Result ID: 698cfae48b517eb4331e23d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11375.md>)

Recorded evaluation configuration: {"Time (s)":1716}. This record does not assert independent reproduction.

### BRS

FUO: 0. Result ID: 698cfae48b517eb4331e23d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11375.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62281e209131ce9f7afb.md>)

Recorded evaluation configuration: {"Time (s)":359}. This record does not assert independent reproduction.

### DTDM

FUO: 0. Result ID: 698cfae48b517eb4331e23da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11375.md>)

Recorded evaluation configuration: {"Time (s)":4.44}. This record does not assert independent reproduction.

### D-BCCM

FUO: 0.01. Result ID: 698cfae48b517eb4331e23dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11375.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11375.md>)

Recorded evaluation configuration: {"Time (s)":0.08}. This record does not assert independent reproduction.

### D-WCCM

FUO: 0.02. Result ID: 698cfae48b517eb4331e23db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11375.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11375.md>)

Recorded evaluation configuration: {"Time (s)":7.56}. This record does not assert independent reproduction.

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