# Final Step forecasting on Transient ISSM ice-sheet simulation steps 61-240 (full rollout)

Source: [Final Step forecasting on Transient ISSM ice-sheet simulation steps 61-240 (full rollout)](<https://www.sota2.com/research/sota/final-step-forecasting-on-transient-issm-ice-sheet-simulation-steps-61-240-full-rollout>)

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

Data updated: 2026-06-11T09:05:56.853Z

Evaluation of models performing final step forecasting on the full rollout of the Transient ISSM ice-sheet simulation (steps 61-240), measured using RMSE for velocity components (Vx, Vy), thickness, and an aggregated score.

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 | Final Step forecasting |
| Dataset (including any stated split) | Transient ISSM ice-sheet simulation steps 61-240 (full rollout) |
| Metric | Vx RMSE |
| 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

- [Vx RMSE](<https://www.sota2.com/research/sota/final-step-forecasting-on-transient-issm-ice-sheet-simulation-steps-61-240-full-rollout.md?metric=Vx%20RMSE>): Lower is better; unit: SCALAR.

- [Vy RMSE](<https://www.sota2.com/research/sota/final-step-forecasting-on-transient-issm-ice-sheet-simulation-steps-61-240-full-rollout.md?metric=Vy%20RMSE>): Lower is better; unit: SCALAR.

- [Thickness RMSE](<https://www.sota2.com/research/sota/final-step-forecasting-on-transient-issm-ice-sheet-simulation-steps-61-240-full-rollout.md?metric=Thickness%20RMSE>): Lower is better; unit: SCALAR.

- [Aggregated RMSE](<https://www.sota2.com/research/sota/final-step-forecasting-on-transient-issm-ice-sheet-simulation-steps-61-240-full-rollout.md?metric=Aggregated%20RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Vx RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| Initial-state-conditioned baseline | 46.77 | Not recorded | 6a28f35f90966ade919c18c7 |
| Multi-Horizon Emulator | 57.03 | Not recorded | 6a28f35f90966ade919c18c7 |
| COGENT | 71.14 | Not recorded | 6a28f35f90966ade919c18c7 |
| Multi-Horizon Emulator | 73.22 | Not recorded | 6a28f35f90966ade919c18c7 |
| COGENT | 78.01 | Not recorded | 6a28f35f90966ade919c18c7 |
| Single Step Autoregressive Model | 105.95 | Not recorded | 6a28f35f90966ade919c18c7 |

### Initial-state-conditioned baseline

Vx RMSE: 46.77. Result ID: 6a2a79ecfbc373592c27ccc1.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f35f90966ade919c18c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa768e1e209131cea6dad5.md>)

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

### Multi-Horizon Emulator

Vx RMSE: 57.03. Result ID: 6a2a79ecfbc373592c27ccc3.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f35f90966ade919c18c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191ddcdbd7150506f82b78.md>)

Recorded evaluation configuration: {"Prediction Horizon Configuration":"t → t + 1, t + 6"}. This record does not assert independent reproduction.

### COGENT

Vx RMSE: 71.14. Result ID: 6a2a79ecfbc373592c27ccc5.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f35f90966ade919c18c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f35f90966ade919c18c7.md>)

Recorded evaluation configuration: {"Kstore":"120"}. This record does not assert independent reproduction.

### Multi-Horizon Emulator

Vx RMSE: 73.22. Result ID: 6a2a79ecfbc373592c27ccc4.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f35f90966ade919c18c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191ddcdbd7150506f82b78.md>)

Recorded evaluation configuration: {"Prediction Horizon Configuration":"t → t + 1, t + 6, t + 15"}. This record does not assert independent reproduction.

### COGENT

Vx RMSE: 78.01. Result ID: 6a2a79ecfbc373592c27ccc6.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f35f90966ade919c18c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f35f90966ade919c18c7.md>)

Recorded evaluation configuration: {"Kstore":"150"}. This record does not assert independent reproduction.

### Single Step Autoregressive Model

Vx RMSE: 105.95. Result ID: 6a2a79ecfbc373592c27ccc2.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f35f90966ade919c18c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191ddcdbd7150506f82b78.md>)

Recorded evaluation configuration: {"Prediction Horizon Configuration":"t → t + 1"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
