# Material Property Prediction on Material properties dataset Formation energy, Band gap, Fermi energy

Source: [Material Property Prediction on Material properties dataset Formation energy, Band gap, Fermi energy](<https://www.sota2.com/research/sota/material-property-prediction-on-material-properties-dataset-formation-energy-band-gap-fermi-energy>)

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

Data updated: 2026-02-26T05:48:52.445Z

Evaluation of models on predicting key material properties, including Formation energy, Band gap, and Fermi energy, from the comprehensive Material Properties Dataset.

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 | Material Property Prediction |
| Dataset (including any stated split) | Material properties dataset Formation energy, Band gap, Fermi energy |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [MAE](<https://www.sota2.com/research/sota/material-property-prediction-on-material-properties-dataset-formation-energy-band-gap-fermi-energy.md?metric=MAE>): Lower is better; unit: SCALAR.

- [Improvement (%)](<https://www.sota2.com/research/sota/material-property-prediction-on-material-properties-dataset-formation-energy-band-gap-fermi-energy.md?metric=Improvement%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| MT-CGCNN | 0.166 | Not recorded | 68fa38b61e209131ce8bcb5c |
| CGCNN | 0.181 | Not recorded | 68fa38b61e209131ce8bcb5c |
| MT-CGCNN | 0.202 | Not recorded | 68fa38b61e209131ce8bcb5c |
| CGCNN | 0.21 | Not recorded | 68fa38b61e209131ce8bcb5c |
| MT-CGCNN | 0.236 | Not recorded | 68fa38b61e209131ce8bcb5c |
| CGCNN | 0.247 | Not recorded | 68fa38b61e209131ce8bcb5c |
| MT-CGCNN | 0.346 | Not recorded | 68fa38b61e209131ce8bcb5c |
| CGCNN | 0.352 | Not recorded | 68fa38b61e209131ce8bcb5c |

### MT-CGCNN

MAE: 0.166. Result ID: 698b97657a967eddb76fdabd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa38b61e209131ce8bcb5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa38b61e209131ce8bcb5c.md>)

[Implementation](<https://github.com/soumyasanyal/mt-cgcnn>)

Recorded evaluation configuration: {"Experiment":"E1"}. This record does not assert independent reproduction.

### CGCNN

MAE: 0.181. Result ID: 698b97657a967eddb76fdabc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa38b61e209131ce8bcb5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa37831e209131ce8b2d92.md>)

[Implementation](<https://github.com/txie-93/cgcnn>)

Recorded evaluation configuration: {"Experiment":"E1"}. This record does not assert independent reproduction.

### MT-CGCNN

MAE: 0.202. Result ID: 698b97657a967eddb76fdabf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa38b61e209131ce8bcb5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa38b61e209131ce8bcb5c.md>)

[Implementation](<https://github.com/soumyasanyal/mt-cgcnn>)

Recorded evaluation configuration: {"Experiment":"E2"}. This record does not assert independent reproduction.

### CGCNN

MAE: 0.21. Result ID: 698b97657a967eddb76fdabe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa38b61e209131ce8bcb5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa37831e209131ce8b2d92.md>)

[Implementation](<https://github.com/txie-93/cgcnn>)

Recorded evaluation configuration: {"Experiment":"E2"}. This record does not assert independent reproduction.

### MT-CGCNN

MAE: 0.236. Result ID: 698b97657a967eddb76fdac3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa38b61e209131ce8bcb5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa38b61e209131ce8bcb5c.md>)

[Implementation](<https://github.com/soumyasanyal/mt-cgcnn>)

Recorded evaluation configuration: {"Experiment":"E4"}. This record does not assert independent reproduction.

### CGCNN

MAE: 0.247. Result ID: 698b97657a967eddb76fdac2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa38b61e209131ce8bcb5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa37831e209131ce8b2d92.md>)

[Implementation](<https://github.com/txie-93/cgcnn>)

Recorded evaluation configuration: {"Experiment":"E4"}. This record does not assert independent reproduction.

### MT-CGCNN

MAE: 0.346. Result ID: 698b97657a967eddb76fdac1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa38b61e209131ce8bcb5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa38b61e209131ce8bcb5c.md>)

[Implementation](<https://github.com/soumyasanyal/mt-cgcnn>)

Recorded evaluation configuration: {"Experiment":"E3"}. This record does not assert independent reproduction.

### CGCNN

MAE: 0.352. Result ID: 698b97657a967eddb76fdac0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa38b61e209131ce8bcb5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa37831e209131ce8b2d92.md>)

[Implementation](<https://github.com/txie-93/cgcnn>)

Recorded evaluation configuration: {"Experiment":"E3"}. This record does not assert independent reproduction.

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