# Clonal distribution forecasting on Weinreb (628 held-out clones)

Source: [Clonal distribution forecasting on Weinreb (628 held-out clones)](<https://www.sota2.com/research/sota/clonal-distribution-forecasting-on-weinreb-628-held-out-clones>)

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

Data updated: 2026-03-06T07:48:31.914Z

Evaluation of model performance on forecasting clonal distribution using the 628 held-out clones subset of the Weinreb dataset, typically measured using MMD distance.

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 | Clonal distribution forecasting |
| Dataset (including any stated split) | Weinreb (628 held-out clones) |
| Metric | MMD Distance |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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

- [MMD Distance](<https://www.sota2.com/research/sota/clonal-distribution-forecasting-on-weinreb-628-held-out-clones.md?metric=MMD%20Distance>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MMD Distance | Result date | Report paper |
| --- | --- | --- | --- |
| DCT (Energy) | 2.88 | Not recorded | 69aa5f682d603e6de3e4173d |
| DCT (SWD) | 2.99 | Not recorded | 69aa5f682d603e6de3e4173d |
| DCT (FM) | 5.08 | Not recorded | 69aa5f682d603e6de3e4173d |
| DCT (Energy) | 8.54 | Not recorded | 69aa5f682d603e6de3e4173d |
| DCT (SWD) | 8.67 | Not recorded | 69aa5f682d603e6de3e4173d |
| DCT (Energy) | 9.42 | Not recorded | 69aa5f682d603e6de3e4173d |
| DCT (FM) | 9.67 | Not recorded | 69aa5f682d603e6de3e4173d |
| DCT (SWD) | 9.87 | Not recorded | 69aa5f682d603e6de3e4173d |
| DCT (FM) | 14.1 | Not recorded | 69aa5f682d603e6de3e4173d |

### DCT (Energy)

MMD Distance: 2.88. Result ID: 69aa86a26dbb7075b9540753.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

Recorded evaluation configuration: {"Training Setting":"Oracle"}. This record does not assert independent reproduction.

### DCT (SWD)

MMD Distance: 2.99. Result ID: 69aa86a26dbb7075b9540750.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

Recorded evaluation configuration: {"Training Setting":"Oracle"}. This record does not assert independent reproduction.

### DCT (FM)

MMD Distance: 5.08. Result ID: 69aa86a26dbb7075b9540756.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

Recorded evaluation configuration: {"Training Setting":"Oracle"}. This record does not assert independent reproduction.

### DCT (Energy)

MMD Distance: 8.54. Result ID: 69aa86a26dbb7075b9540752.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

Recorded evaluation configuration: {"Training Setting":"Semi-supervised"}. This record does not assert independent reproduction.

### DCT (SWD)

MMD Distance: 8.67. Result ID: 69aa86a26dbb7075b954074f.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

Recorded evaluation configuration: {"Training Setting":"Semi-supervised"}. This record does not assert independent reproduction.

### DCT (Energy)

MMD Distance: 9.42. Result ID: 69aa86a26dbb7075b9540751.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

Recorded evaluation configuration: {"Training Setting":"Supervised"}. This record does not assert independent reproduction.

### DCT (FM)

MMD Distance: 9.67. Result ID: 69aa86a26dbb7075b9540755.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

Recorded evaluation configuration: {"Training Setting":"Semi-supervised"}. This record does not assert independent reproduction.

### DCT (SWD)

MMD Distance: 9.87. Result ID: 69aa86a26dbb7075b954074e.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

Recorded evaluation configuration: {"Training Setting":"Supervised"}. This record does not assert independent reproduction.

### DCT (FM)

MMD Distance: 14.1. Result ID: 69aa86a26dbb7075b9540754.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e4173d.md>)

Recorded evaluation configuration: {"Training Setting":"Supervised"}. This record does not assert independent reproduction.

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