# TICA KDE distribution modeling on Chignolin protein

Source: [TICA KDE distribution modeling on Chignolin protein](<https://www.sota2.com/research/sota/tica-kde-distribution-modeling-on-chignolin-protein>)

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

Data updated: 2026-05-29T08:12:57.450Z

Evaluation of models performing TICA KDE distribution modeling on the Chignolin protein system, assessed using metrics such as W1.

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 | TICA KDE distribution modeling |
| Dataset (including any stated split) | Chignolin protein |
| Metric | W1 |
| 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

- [W1](<https://www.sota2.com/research/sota/tica-kde-distribution-modeling-on-chignolin-protein.md?metric=W1>): Lower is better; unit: SCALAR.

## Recorded results

| Method | W1 | Result date | Report paper |
| --- | --- | --- | --- |
| CGSchnet | 0.00022 | Not recorded | 68fa4be61e209131ce94915d |
| CGSchnet | 0.00043 | Not recorded | 68fa4be61e209131ce94915d |
| Match Energy | 0.00057 | Not recorded | 68fa4be61e209131ce94915d |
| CGSchnet | 0.77003 | Not recorded | 68fa4be61e209131ce94915d |
| CGSchnet | 1.15023 | Not recorded | 68fa4be61e209131ce94915d |
| Match Energy | 1.17342 | Not recorded | 68fa4be61e209131ce94915d |

### CGSchnet

W1: 0.00022. Result ID: 6a1949c2fbc373592c1384da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4be61e209131ce94915d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4be61e209131ce94915d.md>)

Recorded evaluation configuration: {"active\_learning":"true"}. This record does not assert independent reproduction.

### CGSchnet

W1: 0.00043. Result ID: 6a1949c2fbc373592c1384d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4be61e209131ce94915d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4be61e209131ce94915d.md>)

Recorded evaluation configuration: {"active\_learning":"false"}. This record does not assert independent reproduction.

### Match Energy

W1: 0.00057. Result ID: 6a1949c2fbc373592c1384db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4be61e209131ce94915d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4bd51e209131ce948c67.md>)

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

### CGSchnet

W1: 0.77003. Result ID: 6a1949c2fbc373592c1384d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4be61e209131ce94915d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4be61e209131ce94915d.md>)

Recorded evaluation configuration: {"active\_learning":"true"}. This record does not assert independent reproduction.

### CGSchnet

W1: 1.15023. Result ID: 6a1949c2fbc373592c1384d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4be61e209131ce94915d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4be61e209131ce94915d.md>)

Recorded evaluation configuration: {"active\_learning":"false"}. This record does not assert independent reproduction.

### Match Energy

W1: 1.17342. Result ID: 6a1949c2fbc373592c1384d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4be61e209131ce94915d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4bd51e209131ce948c67.md>)

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

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