# Active Feature Acquisition on Metabric

Source: [Active Feature Acquisition on Metabric](<https://www.sota2.com/research/sota/active-feature-acquisition-on-metabric>)

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

Data updated: 2026-05-08T07:47:08.611Z

Evaluation of model training runtime performance for Active Feature Acquisition methods applied to the Metabric dataset.

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 | Active Feature Acquisition |
| Dataset (including any stated split) | Metabric |
| Metric | Training Runtime (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 16 of 16 |
| 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

- [Training Runtime (s)](<https://www.sota2.com/research/sota/active-feature-acquisition-on-metabric.md?metric=Training%20Runtime%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Training Runtime (s) | Result date | Report paper |
| --- | --- | --- | --- |
| DIME | 2.1 | Not recorded | 69fd6df25497b3b670c8930f |
| OL | 2.3 | Not recorded | 69fd6df25497b3b670c8930f |
| DiFA | 2.6 | Not recorded | 69fd6df25497b3b670c8930f |
| NM-PPG | 2.7 | Not recorded | 69fd6df25497b3b670c8930f |
| GDFS | 3 | Not recorded | 69fd6df25497b3b670c8930f |
| GSMRL | 3.2 | Not recorded | 69fd6df25497b3b670c8930f |
| AACO | 63.9 | Not recorded | 69fd6df25497b3b670c8930f |
| SEFA | 106 | Not recorded | 69fd6df25497b3b670c8930f |
| DIME (m) | 182 | Not recorded | 69fd6df25497b3b670c8930f |
| GDFS (m) | 225 | Not recorded | 69fd6df25497b3b670c8930f |
| DiFA (m) | 267 | Not recorded | 69fd6df25497b3b670c8930f |
| OL | 326 | Not recorded | 69fd6df25497b3b670c8930f |
| AACO | 1028 | Not recorded | 69fd6df25497b3b670c8930f |
| SEFA | 1167 | Not recorded | 69fd6df25497b3b670c8930f |
| NM-PPG | 1214 | Not recorded | 69fd6df25497b3b670c8930f |
| GSMRL | 1437 | Not recorded | 69fd6df25497b3b670c8930f |

### DIME

Training Runtime (s): 2.1. Result ID: 69fd93ad47f34ce924e04bc5.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c451e209131ce9cf64b.md>)

Recorded evaluation configuration: {"myopic":"true"}. This record does not assert independent reproduction.

### OL

Training Runtime (s): 2.3. Result ID: 69fd93ad47f34ce924e04bca.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65691e209131cea0a2a4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DiFA

Training Runtime (s): 2.6. Result ID: 69fd93ad47f34ce924e04bc4.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

Recorded evaluation configuration: {"myopic":"true"}. This record does not assert independent reproduction.

### NM-PPG

Training Runtime (s): 2.7. Result ID: 69fd93ad47f34ce924e04bc3.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GDFS

Training Runtime (s): 3. Result ID: 69fd93ad47f34ce924e04bc6.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5a7f1e209131ce9c04ca.md>)

Recorded evaluation configuration: {"myopic":"true"}. This record does not assert independent reproduction.

### GSMRL

Training Runtime (s): 3.2. Result ID: 69fd93ad47f34ce924e04bc9.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694e1e209131cea21633.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AACO

Training Runtime (s): 63.9. Result ID: 69fd93ad47f34ce924e04bc7.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eae1e209131cea41684.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SEFA

Training Runtime (s): 106. Result ID: 69fd93ad47f34ce924e04bc8.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a6f1e209131cea83315.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DIME (m)

Training Runtime (s): 182. Result ID: 69fd93ad47f34ce924e04b69.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c451e209131ce9cf64b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GDFS (m)

Training Runtime (s): 225. Result ID: 69fd93ad47f34ce924e04b6a.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5a7f1e209131ce9c04ca.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DiFA (m)

Training Runtime (s): 267. Result ID: 69fd93ad47f34ce924e04b68.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OL

Training Runtime (s): 326. Result ID: 69fd93ad47f34ce924e04b6e.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65691e209131cea0a2a4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AACO

Training Runtime (s): 1028. Result ID: 69fd93ad47f34ce924e04b6b.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eae1e209131cea41684.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SEFA

Training Runtime (s): 1167. Result ID: 69fd93ad47f34ce924e04b6c.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a6f1e209131cea83315.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NM-PPG

Training Runtime (s): 1214. Result ID: 69fd93ad47f34ce924e04b67.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GSMRL

Training Runtime (s): 1437. Result ID: 69fd93ad47f34ce924e04b6d.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6df25497b3b670c8930f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694e1e209131cea21633.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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