# Physics Simulation on Single Mass-Spring-Damper

Source: [Physics Simulation on Single Mass-Spring-Damper](<https://www.sota2.com/research/sota/physics-simulation-on-single-mass-spring-damper>)

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

Data updated: 2026-03-23T10:14:01.891Z

Evaluation of physics simulation models on the Single Mass-Spring-Damper system, measured using Mean Squared Error (MSE).

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 | Physics Simulation |
| Dataset (including any stated split) | Single Mass-Spring-Damper |
| Metric | MSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [MSE](<https://www.sota2.com/research/sota/physics-simulation-on-single-mass-spring-damper.md?metric=MSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| FNODE | 0.000076 | Not recorded | 68fa7b361e209131cea873bd |
| MBD-NODE | 0.0014 | Not recorded | 68fa7b361e209131cea873bd |
| LSTM | 0.015 | Not recorded | 68fa7b361e209131cea873bd |
| FCNN | 0.16 | Not recorded | 68fa7b361e209131cea873bd |

### FNODE

MSE: 0.000076. Result ID: 69c1113f47f34ce924a909f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b361e209131cea873bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b361e209131cea873bd.md>)

Recorded evaluation configuration: {"Integrator":"-"}. This record does not assert independent reproduction.

### MBD-NODE

MSE: 0.0014. Result ID: 69c1113f47f34ce924a909f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b361e209131cea873bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74151e209131cea5fbc3.md>)

Recorded evaluation configuration: {"Integrator":"RK4"}. This record does not assert independent reproduction.

### LSTM

MSE: 0.015. Result ID: 69c1113f47f34ce924a909f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b361e209131cea873bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa3a981e209131ce8cbbb3.md>)

Recorded evaluation configuration: {"Integrator":"-"}. This record does not assert independent reproduction.

### FCNN

MSE: 0.16. Result ID: 69c1113f47f34ce924a909f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b361e209131cea873bd.md>)

Recorded evaluation configuration: {"Integrator":"-"}. This record does not assert independent reproduction.

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