# Dynamic Survival Analysis on 5 dynamic datasets (aggregate)

Source: [Dynamic Survival Analysis on 5 dynamic datasets (aggregate)](<https://www.sota2.com/research/sota/dynamic-survival-analysis-on-5-dynamic-datasets-aggregate>)

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

Data updated: 2026-02-27T12:01:20.671Z

Evaluation of Dynamic Survival Analysis models aggregated across 5 distinct dynamic datasets, reporting performance using C-Index, Integrated AUC, and Integrated Brier Score across Value, Rank, and ELO metrics.

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 | Dynamic Survival Analysis |
| Dataset (including any stated split) | 5 dynamic datasets (aggregate) |
| Metric | C-Index (Value) |
| 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

- [C-Index (Value)](<https://www.sota2.com/research/sota/dynamic-survival-analysis-on-5-dynamic-datasets-aggregate.md?metric=C-Index%20(Value)>): Higher is better; unit: SCALAR.

- [C-Index (Rank)](<https://www.sota2.com/research/sota/dynamic-survival-analysis-on-5-dynamic-datasets-aggregate.md?metric=C-Index%20(Rank)>): Higher is better; unit: SCALAR.

- [C-Index (ELO)](<https://www.sota2.com/research/sota/dynamic-survival-analysis-on-5-dynamic-datasets-aggregate.md?metric=C-Index%20(ELO)>): Higher is better; unit: SCALAR.

- [Integrated AUC (Value)](<https://www.sota2.com/research/sota/dynamic-survival-analysis-on-5-dynamic-datasets-aggregate.md?metric=Integrated%20AUC%20(Value)>): Higher is better; unit: SCALAR.

- [Integrated AUC (Rank)](<https://www.sota2.com/research/sota/dynamic-survival-analysis-on-5-dynamic-datasets-aggregate.md?metric=Integrated%20AUC%20(Rank)>): Higher is better; unit: SCALAR.

- [Integrated AUC (ELO)](<https://www.sota2.com/research/sota/dynamic-survival-analysis-on-5-dynamic-datasets-aggregate.md?metric=Integrated%20AUC%20(ELO)>): Higher is better; unit: SCALAR.

- [Integrated Brier Score (Value)](<https://www.sota2.com/research/sota/dynamic-survival-analysis-on-5-dynamic-datasets-aggregate.md?metric=Integrated%20Brier%20Score%20(Value)>): Lower is better; unit: SCALAR.

- [Integrated Brier Score (Rank)](<https://www.sota2.com/research/sota/dynamic-survival-analysis-on-5-dynamic-datasets-aggregate.md?metric=Integrated%20Brier%20Score%20(Rank)>): Lower is better; unit: SCALAR.

- [Integrated Brier Score (ELO)](<https://www.sota2.com/research/sota/dynamic-survival-analysis-on-5-dynamic-datasets-aggregate.md?metric=Integrated%20Brier%20Score%20(ELO)>): Lower is better; unit: SCALAR.

- [Average Rank](<https://www.sota2.com/research/sota/dynamic-survival-analysis-on-5-dynamic-datasets-aggregate.md?metric=Average%20Rank>): Lower is better; unit: SCALAR.

- [Average ELO](<https://www.sota2.com/research/sota/dynamic-survival-analysis-on-5-dynamic-datasets-aggregate.md?metric=Average%20ELO>): Higher is better; unit: SCALAR.

## Recorded results

| Method | C-Index (Value) | Result date | Report paper |
| --- | --- | --- | --- |
| MITRA | 0.65 | Not recorded | 69802fb0a8b01e76cc8e168d |
| Joint Model | 0.647 | Not recorded | 69802fb0a8b01e76cc8e168d |
| Landmark Cox | 0.615 | Not recorded | 69802fb0a8b01e76cc8e168d |
| Landmark RSF | 0.603 | Not recorded | 69802fb0a8b01e76cc8e168d |
| Dynamic DeepHit | 0.59 | Not recorded | 69802fb0a8b01e76cc8e168d |
| TabPFN | 0.567 | Not recorded | 69802fb0a8b01e76cc8e168d |
| XGBoost | 0.532 | Not recorded | 69802fb0a8b01e76cc8e168d |

### MITRA

C-Index (Value): 0.65. Result ID: 69a1877e35dfcabb00e7a4fd.

[Reporting paper](<https://www.sota2.com/research/paper/69802fb0a8b01e76cc8e168d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69802fb0a8b01e76cc8e168d.md>)

Recorded evaluation configuration: {"Discretization bins (K)":"5","Prediction times":"t1, t2, t3","Setting":"Dynamic"}. This record does not assert independent reproduction.

### Joint Model

C-Index (Value): 0.647. Result ID: 69a1877e35dfcabb00e7a503.

[Reporting paper](<https://www.sota2.com/research/paper/69802fb0a8b01e76cc8e168d.md>)

Recorded evaluation configuration: {"Discretization bins (K)":"5","Prediction times":"t1, t2, t3","Setting":"Dynamic"}. This record does not assert independent reproduction.

### Landmark Cox

C-Index (Value): 0.615. Result ID: 69a1877e35dfcabb00e7a500.

[Reporting paper](<https://www.sota2.com/research/paper/69802fb0a8b01e76cc8e168d.md>)

Recorded evaluation configuration: {"Discretization bins (K)":"5","Prediction times":"t1, t2, t3","Setting":"Dynamic"}. This record does not assert independent reproduction.

### Landmark RSF

C-Index (Value): 0.603. Result ID: 69a1877e35dfcabb00e7a501.

[Reporting paper](<https://www.sota2.com/research/paper/69802fb0a8b01e76cc8e168d.md>)

Recorded evaluation configuration: {"Discretization bins (K)":"5","Prediction times":"t1, t2, t3","Setting":"Dynamic"}. This record does not assert independent reproduction.

### Dynamic DeepHit

C-Index (Value): 0.59. Result ID: 69a1877e35dfcabb00e7a502.

[Reporting paper](<https://www.sota2.com/research/paper/69802fb0a8b01e76cc8e168d.md>)

Recorded evaluation configuration: {"Discretization bins (K)":"5","Prediction times":"t1, t2, t3","Setting":"Dynamic"}. This record does not assert independent reproduction.

### TabPFN

C-Index (Value): 0.567. Result ID: 69a1877e35dfcabb00e7a4fe.

[Reporting paper](<https://www.sota2.com/research/paper/69802fb0a8b01e76cc8e168d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691566110052cac1dc65d88c.md>)

Recorded evaluation configuration: {"Discretization bins (K)":"5","Prediction times":"t1, t2, t3","Setting":"Dynamic"}. This record does not assert independent reproduction.

### XGBoost

C-Index (Value): 0.532. Result ID: 69a1877e35dfcabb00e7a4ff.

[Reporting paper](<https://www.sota2.com/research/paper/69802fb0a8b01e76cc8e168d.md>)

Recorded evaluation configuration: {"Discretization bins (K)":"5","Prediction times":"t1, t2, t3","Setting":"Dynamic"}. This record does not assert independent reproduction.

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