# Label Distribution Learning on Human Gene (10-fold cross val)

Source: [Label Distribution Learning on Human Gene (10-fold cross val)](<https://www.sota2.com/research/sota/label-distribution-learning-on-human-gene-10-fold-cross-val>)

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

Data updated: 2026-02-26T05:47:41.470Z

Evaluation of models performing Label Distribution Learning on the Human Gene dataset using a 10-fold cross-validation setup. Metrics include K-L divergence, Euclidean distance, and Sørensen index.

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 | Label Distribution Learning |
| Dataset (including any stated split) | Human Gene (10-fold cross val) |
| Metric | K-L Divergence |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [K-L Divergence](<https://www.sota2.com/research/sota/label-distribution-learning-on-human-gene-10-fold-cross-val.md?metric=K-L%20Divergence>): Lower is better; unit: SCALAR.

- [Euclidean Distance](<https://www.sota2.com/research/sota/label-distribution-learning-on-human-gene-10-fold-cross-val.md?metric=Euclidean%20Distance>): Lower is better; unit: SCALAR.

- [Sørensen Index](<https://www.sota2.com/research/sota/label-distribution-learning-on-human-gene-10-fold-cross-val.md?metric=S%C3%B8rensen%20Index>): Lower is better; unit: SCALAR.

- [Squared Chi-Square](<https://www.sota2.com/research/sota/label-distribution-learning-on-human-gene-10-fold-cross-val.md?metric=Squared%20Chi-Square>): Lower is better; unit: SCALAR.

- [Fidelity](<https://www.sota2.com/research/sota/label-distribution-learning-on-human-gene-10-fold-cross-val.md?metric=Fidelity>): Higher is better; unit: SCALAR.

- [Intersection Ratio](<https://www.sota2.com/research/sota/label-distribution-learning-on-human-gene-10-fold-cross-val.md?metric=Intersection%20Ratio>): Higher is better; unit: PERCENT.

## Recorded results

| Method | K-L Divergence | Result date | Report paper |
| --- | --- | --- | --- |
| sLDLFs | 0.228 | Not recorded | 68fa63b71e209131cea0044b |
| BFGS-LDL | 0.231 | Not recorded | 68fa63b71e209131cea0044b |
| IIS-LDL | 0.239 | Not recorded | 68fa63b71e209131cea0044b |
| LDSVR | 0.245 | Not recorded | 68fa63b71e209131cea0044b |

### sLDLFs

K-L Divergence: 0.228. Result ID: 698bffc2f729bc7f68e78893.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63b71e209131cea0044b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63b71e209131cea0044b.md>)

Recorded evaluation configuration: {"tree number":5,"tree depth":7,"output unit number":64,"feature learning":"linear"}. This record does not assert independent reproduction.

### BFGS-LDL

K-L Divergence: 0.231. Result ID: 698bffc2f729bc7f68e78895.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63b71e209131cea0044b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62681e209131ce9f935c.md>)

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

### IIS-LDL

K-L Divergence: 0.239. Result ID: 698bffc2f729bc7f68e78896.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63b71e209131cea0044b.md>)

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

### LDSVR

K-L Divergence: 0.245. Result ID: 698bffc2f729bc7f68e78894.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63b71e209131cea0044b.md>)

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

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