# List Learning on List Learning Agnostic

Source: [List Learning on List Learning Agnostic](<https://www.sota2.com/research/sota/list-learning-on-list-learning-agnostic>)

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

Data updated: 2026-04-28T10:41:32.224Z

Evaluation of the theoretical sample complexity bounds (e.g., O-notation) for List Learning algorithms operating under agnostic settings.

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 | List Learning |
| Dataset (including any stated split) | List Learning Agnostic |
| Metric | Sample Complexity |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [Sample Complexity](<https://www.sota2.com/research/sota/list-learning-on-list-learning-agnostic.md?metric=Sample%20Complexity>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Sample Complexity | Result date | Report paper |
| --- | --- | --- | --- |
| HMZ24 | 1 | Not recorded | 69f03f6055a3c32af89fa41c |
| One-Inclusion Graph Predictor (Corollary 1.4) | 4 | Not recorded | 69f03f6055a3c32af89fa41c |
| CP23 | 6 | Not recorded | 69f03f6055a3c32af89fa41c |

### HMZ24

Sample Complexity: 1. Result ID: 69f08e7047f34ce924d7445e.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6055a3c32af89fa41c.md>)

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

### One-Inclusion Graph Predictor (Corollary 1.4)

Sample Complexity: 4. Result ID: 69f08e7047f34ce924d7445f.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6055a3c32af89fa41c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f6055a3c32af89fa41c.md>)

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

### CP23

Sample Complexity: 6. Result ID: 69f08e7047f34ce924d7445d.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6055a3c32af89fa41c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ccb.md>)

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

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