# TCR repertoire forecasting on TCR repertoire sequencing (held-out patients)

Source: [TCR repertoire forecasting on TCR repertoire sequencing (held-out patients)](<https://www.sota2.com/research/sota/tcr-repertoire-forecasting-on-tcr-repertoire-sequencing-held-out-patients>)

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

Data updated: 2026-03-06T07:48:32.037Z

Evaluation of models forecasting future TCR repertoire states using data derived from held-out patient samples, measured by 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 | TCR repertoire forecasting |
| Dataset (including any stated split) | TCR repertoire sequencing (held-out patients) |
| Metric | MMD Distance |
| 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

- [MMD Distance](<https://www.sota2.com/research/sota/tcr-repertoire-forecasting-on-tcr-repertoire-sequencing-held-out-patients.md?metric=MMD%20Distance>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MMD Distance | Result date | Report paper |
| --- | --- | --- | --- |
| DFM | 0.0078 | Not recorded | 69aa5f682d603e6de3e4173d |
| DFM | 0.0215 | Not recorded | 69aa5f682d603e6de3e4173d |
| ProGen | 0.0567 | Not recorded | 69aa5f682d603e6de3e4173d |
| DFM | 0.0579 | Not recorded | 69aa5f682d603e6de3e4173d |
| ProGen | 0.0587 | Not recorded | 69aa5f682d603e6de3e4173d |
| ProGen | 0.0588 | Not recorded | 69aa5f682d603e6de3e4173d |

### DFM

MMD Distance: 0.0078. Result ID: 69aa86a26dbb7075b954077a.

[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 Protocol":"Oracle"}. This record does not assert independent reproduction.

### DFM

MMD Distance: 0.0215. Result ID: 69aa86a26dbb7075b9540779.

[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 Protocol":"Semi-supervised"}. This record does not assert independent reproduction.

### ProGen

MMD Distance: 0.0567. Result ID: 69aa86a26dbb7075b9540777.

[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 Protocol":"Oracle"}. This record does not assert independent reproduction.

### DFM

MMD Distance: 0.0579. Result ID: 69aa86a26dbb7075b9540778.

[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 Protocol":"Supervised"}. This record does not assert independent reproduction.

### ProGen

MMD Distance: 0.0587. Result ID: 69aa86a26dbb7075b9540776.

[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 Protocol":"Semi-supervised"}. This record does not assert independent reproduction.

### ProGen

MMD Distance: 0.0588. Result ID: 69aa86a26dbb7075b9540775.

[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 Protocol":"Supervised"}. This record does not assert independent reproduction.

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