# Cell population dynamics prediction on 50D Mouse t=2

Source: [Cell population dynamics prediction on 50D Mouse t=2](<https://www.sota2.com/research/sota/cell-population-dynamics-prediction-on-50d-mouse-t-2>)

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

Data updated: 2026-02-26T06:08:20.657Z

Evaluation of model performance on predicting cell population dynamics using the t=2 split of the 50D Mouse dataset, measured by W1 and RME scores.

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 | Cell population dynamics prediction |
| Dataset (including any stated split) | 50D Mouse t=2 |
| Metric | W1 Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [W1 Score](<https://www.sota2.com/research/sota/cell-population-dynamics-prediction-on-50d-mouse-t-2.md?metric=W1%20Score>): Higher is better; unit: SCALAR.

- [RME Score](<https://www.sota2.com/research/sota/cell-population-dynamics-prediction-on-50d-mouse-t-2.md?metric=RME%20Score>): Lower is better; unit: SCALAR.

## Recorded results

| Method | W1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Metric FM | 11.449 | Not recorded | 697ae9bba2b28e761d87d15d |
| SF2M | 11.086 | Not recorded | 697ae9bba2b28e761d87d15d |
| Var-RUOT | 10.862 | Not recorded | 697ae9bba2b28e761d87d15d |
| MMFM | 10.156 | Not recorded | 697ae9bba2b28e761d87d15d |
| UOT-FM | 9.17 | Not recorded | 697ae9bba2b28e761d87d15d |
| TIGON | 6.973 | Not recorded | 697ae9bba2b28e761d87d15d |
| VGFM | 6.796 | Not recorded | 697ae9bba2b28e761d87d15d |
| DeepRUOT | 6.757 | Not recorded | 697ae9bba2b28e761d87d15d |
| MIOFlow | 6.746 | Not recorded | 697ae9bba2b28e761d87d15d |
| WFR-FM | 6.211 | Not recorded | 697ae9bba2b28e761d87d15d |
| WFR-MFM | 5.548 | Not recorded | 697ae9bba2b28e761d87d15d |

### Metric FM

W1 Score: 11.449. Result ID: 6999060c5698665ec46b67b2.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d15d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75901e209131cea68a5f.md>)

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

### SF2M

W1 Score: 11.086. Result ID: 6999060c5698665ec46b67b3.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d15d.md>)

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

### Var-RUOT

W1 Score: 10.862. Result ID: 6999060c5698665ec46b67b7.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d15d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5d6a1e209131ce9da02c.md>)

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

### MMFM

W1 Score: 10.156. Result ID: 6999060c5698665ec46b67b1.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d15d.md>)

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

### UOT-FM

W1 Score: 9.17. Result ID: 6999060c5698665ec46b67b8.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d15d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72721e209131cea565ce.md>)

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

### TIGON

W1 Score: 6.973. Result ID: 6999060c5698665ec46b67b5.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d15d.md>)

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

### VGFM

W1 Score: 6.796. Result ID: 6999060c5698665ec46b67b9.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d15d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a61e209131cea799d1.md>)

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

### DeepRUOT

W1 Score: 6.757. Result ID: 6999060c5698665ec46b67b6.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d15d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4a3e1e209131ce93d040.md>)

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

### MIOFlow

W1 Score: 6.746. Result ID: 6999060c5698665ec46b67b4.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d15d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ddc1e209131cea3c804.md>)

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

### WFR-FM

W1 Score: 6.211. Result ID: 6999060c5698665ec46b67ba.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d15d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6965d1716343fa78c832344a.md>)

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

### WFR-MFM

W1 Score: 5.548. Result ID: 6999060c5698665ec46b67bb.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d15d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d15d.md>)

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

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