# Survival Analysis on TCGA Transfer Learning Evaluation

Source: [Survival Analysis on TCGA Transfer Learning Evaluation](<https://www.sota2.com/research/sota/survival-analysis-on-tcga-transfer-learning-evaluation>)

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

Data updated: 2026-02-26T05:37:25.679Z

Evaluation of Survival Analysis models using the TCGA Transfer Learning Evaluation setup, reporting performance across multiple cancer cohorts (BRCA, STAD, KIRC, KIRP, LUAD, COADREAD) and the overall average.

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 | Survival Analysis |
| Dataset (including any stated split) | TCGA Transfer Learning Evaluation |
| Metric | BRCA Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [BRCA Score](<https://www.sota2.com/research/sota/survival-analysis-on-tcga-transfer-learning-evaluation.md?metric=BRCA%20Score>): Higher is better; unit: SCALAR.

- [STAD Score](<https://www.sota2.com/research/sota/survival-analysis-on-tcga-transfer-learning-evaluation.md?metric=STAD%20Score>): Higher is better; unit: SCALAR.

- [KIRC Score](<https://www.sota2.com/research/sota/survival-analysis-on-tcga-transfer-learning-evaluation.md?metric=KIRC%20Score>): Higher is better; unit: SCALAR.

- [KIRP Score](<https://www.sota2.com/research/sota/survival-analysis-on-tcga-transfer-learning-evaluation.md?metric=KIRP%20Score>): Higher is better; unit: SCALAR.

- [LUAD Score](<https://www.sota2.com/research/sota/survival-analysis-on-tcga-transfer-learning-evaluation.md?metric=LUAD%20Score>): Higher is better; unit: SCALAR.

- [COADREAD Score](<https://www.sota2.com/research/sota/survival-analysis-on-tcga-transfer-learning-evaluation.md?metric=COADREAD%20Score>): Higher is better; unit: SCALAR.

- [Average Score](<https://www.sota2.com/research/sota/survival-analysis-on-tcga-transfer-learning-evaluation.md?metric=Average%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | BRCA Score | Result date | Report paper |
| --- | --- | --- | --- |
| HistGen | 0.63 | Not recorded | 68fa73a81e209131cea5dba9 |
| DS-MIL | 0.624 | Not recorded | 68fa73a81e209131cea5dba9 |
| ABMIL | 0.621 | Not recorded | 68fa73a81e209131cea5dba9 |
| TransMIL | 0.615 | Not recorded | 68fa73a81e209131cea5dba9 |
| MeanMIL | 0.608 | Not recorded | 68fa73a81e209131cea5dba9 |
| DTFD-MIL | 0.592 | Not recorded | 68fa73a81e209131cea5dba9 |
| MaxMIL | 0.586 | Not recorded | 68fa73a81e209131cea5dba9 |

### HistGen

BRCA Score: 0.63. Result ID: 6992fd4f3a6c31484912e3f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

[Implementation](<https://github.com/dddavid4real/HistGen>)

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

### DS-MIL

BRCA Score: 0.624. Result ID: 6992fd4f3a6c31484912e3f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea23838.md>)

[Implementation](<https://github.com/binli123/dsmil-wsi>)

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

### ABMIL

BRCA Score: 0.621. Result ID: 6992fd4f3a6c31484912e3f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64861e209131cea052eb.md>)

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

### TransMIL

BRCA Score: 0.615. Result ID: 6992fd4f3a6c31484912e3f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c9e3.md>)

[Implementation](<https://github.com/szc19990412/TransMIL>)

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

### MeanMIL

BRCA Score: 0.608. Result ID: 6992fd4f3a6c31484912e3f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

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

### DTFD-MIL

BRCA Score: 0.592. Result ID: 6992fd4f3a6c31484912e3f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31c2d.md>)

[Implementation](<https://github.com/hrzhang1123/DTFD-MIL>)

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

### MaxMIL

BRCA Score: 0.586. Result ID: 6992fd4f3a6c31484912e3ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

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

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