# Interaction Recognition on Particle N-body Simulation Springs

Source: [Interaction Recognition on Particle N-body Simulation Springs](<https://www.sota2.com/research/sota/interaction-recognition-on-particle-n-body-simulation-springs>)

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

Data updated: 2026-02-26T05:28:47.156Z

Evaluation of model performance on recognizing interactions within the Particle N-body Simulation Springs dataset, measured by Accuracy and Consistency.

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 | Interaction Recognition |
| Dataset (including any stated split) | Particle N-body Simulation Springs |
| Metric | Accuracy |
| Unit | PERCENT |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/interaction-recognition-on-particle-n-body-simulation-springs.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Consistency](<https://www.sota2.com/research/sota/interaction-recognition-on-particle-n-body-simulation-springs.md?metric=Consistency>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Supervised | 98.7 | Not recorded | 68fa6ee81e209131cea42d3c |
| EqMotion | 97.6 | Not recorded | 68fa6ee81e209131cea42d3c |
| dNRI | 93.3 | Not recorded | 68fa6ee81e209131cea42d3c |
| NRI | 93 | Not recorded | 68fa6ee81e209131cea42d3c |
| EGNN | 61 | Not recorded | 68fa6ee81e209131cea42d3c |
| Corr.(LSTM) | 53.5 | Not recorded | 68fa6ee81e209131cea42d3c |
| Corr.(path) | 38.1 | Not recorded | 68fa6ee81e209131cea42d3c |

### Supervised

Accuracy: 98.7. Result ID: 69906ea73a6c314849008376.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

Recorded evaluation configuration: {"Upper Bound":"Using ground-truth category"}. This record does not assert independent reproduction.

### EqMotion

Accuracy: 97.6. Result ID: 69906ea73a6c314849008375.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Implementation](<https://github.com/MediaBrain-SJTU/EqMotion>)

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

### dNRI

Accuracy: 93.3. Result ID: 69906ea73a6c314849008374.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

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

### NRI

Accuracy: 93. Result ID: 69906ea73a6c314849008373.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64671e209131cea046e2.md>)

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

### EGNN

Accuracy: 61. Result ID: 69906ea73a6c314849008372.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd91e209131cea3092e.md>)

[Implementation](<https://github.com/ethanfetaya/NRI>)

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

### Corr.(LSTM)

Accuracy: 53.5. Result ID: 69906ea73a6c314849008371.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64671e209131cea046e2.md>)

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

### Corr.(path)

Accuracy: 38.1. Result ID: 69906ea73a6c314849008370.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64671e209131cea046e2.md>)

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

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