# Reconstruction of Discrete Branching Dynamics on 50D Mouse t=1

Source: [Reconstruction of Discrete Branching Dynamics on 50D Mouse t=1](<https://www.sota2.com/research/sota/reconstruction-of-discrete-branching-dynamics-on-50d-mouse-t-1>)

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

Data updated: 2026-05-04T09:04:37.996Z

Evaluation of model performance on reconstructing discrete branching dynamics using the 50D Mouse dataset with the t=1 configuration, measured by W1 and RME.

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 | Reconstruction of Discrete Branching Dynamics |
| Dataset (including any stated split) | 50D Mouse t=1 |
| Metric | W1 |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 12 of 12 |
| 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](<https://www.sota2.com/research/sota/reconstruction-of-discrete-branching-dynamics-on-50d-mouse-t-1.md?metric=W1>): Lower is better; unit: SCALAR.

- [RME](<https://www.sota2.com/research/sota/reconstruction-of-discrete-branching-dynamics-on-50d-mouse-t-1.md?metric=RME>): Lower is better; unit: SCALAR.

## Recorded results

| Method | W1 | Result date | Report paper |
| --- | --- | --- | --- |
| WFR-FM | 5.486 | Not recorded | 69f827dec0f56ed843088877 |
| USB | 5.589 | Not recorded | 69f827dec0f56ed843088877 |
| DeepRUOT | 6.052 | Not recorded | 69f827dec0f56ed843088877 |
| TIGON | 6.14 | Not recorded | 69f827dec0f56ed843088877 |
| VGFM | 6.274 | Not recorded | 69f827dec0f56ed843088877 |
| MIOFlow | 6.313 | Not recorded | 69f827dec0f56ed843088877 |
| MMFM | 7.647 | Not recorded | 69f827dec0f56ed843088877 |
| Metric FM | 7.788 | Not recorded | 69f827dec0f56ed843088877 |
| Var-RUOT | 7.951 | Not recorded | 69f827dec0f56ed843088877 |
| BranchSBM | 7.957 | Not recorded | 69f827dec0f56ed843088877 |
| UOT-FM | 8.114 | Not recorded | 69f827dec0f56ed843088877 |
| SF2M | 8.217 | Not recorded | 69f827dec0f56ed843088877 |

### WFR-FM

W1: 5.486. Result ID: 69f860dc47f34ce924dc45d2.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dec0f56ed843088877.md>)

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

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

### USB

W1: 5.589. Result ID: 69f860dc47f34ce924dc45d3.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dec0f56ed843088877.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f827dec0f56ed843088877.md>)

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

### DeepRUOT

W1: 6.052. Result ID: 69f860dc47f34ce924dc45ce.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dec0f56ed843088877.md>)

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

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

### TIGON

W1: 6.14. Result ID: 69f860dc47f34ce924dc45cd.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dec0f56ed843088877.md>)

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

### VGFM

W1: 6.274. Result ID: 69f860dc47f34ce924dc45d1.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dec0f56ed843088877.md>)

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

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

### MIOFlow

W1: 6.313. Result ID: 69f860dc47f34ce924dc45cb.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dec0f56ed843088877.md>)

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

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

### MMFM

W1: 7.647. Result ID: 69f860dc47f34ce924dc45c8.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dec0f56ed843088877.md>)

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

### Metric FM

W1: 7.788. Result ID: 69f860dc47f34ce924dc45c9.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dec0f56ed843088877.md>)

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

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

### Var-RUOT

W1: 7.951. Result ID: 69f860dc47f34ce924dc45cf.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dec0f56ed843088877.md>)

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

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

### BranchSBM

W1: 7.957. Result ID: 69f860dc47f34ce924dc45cc.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dec0f56ed843088877.md>)

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

### UOT-FM

W1: 8.114. Result ID: 69f860dc47f34ce924dc45d0.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dec0f56ed843088877.md>)

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

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

### SF2M

W1: 8.217. Result ID: 69f860dc47f34ce924dc45ca.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dec0f56ed843088877.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea56557.md>)

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

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