# Nuclear mass excess prediction on AME Experiment I 2020 (interpolation) Source: [Nuclear mass excess prediction on AME Experiment I 2020 (interpolation)]() Collection index: [llms.txt]() Data updated: 2026-06-08T07:02:12.742Z Evaluation of models on predicting nuclear mass excess using the AME Experiment I 2020 dataset, measured via IntRMSE. 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 | Nuclear mass excess prediction | | Dataset (including any stated split) | AME Experiment I 2020 (interpolation) | | Metric | IntRMSE (MeV) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 13 of 13 | | 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 - [IntRMSE (MeV)](): Lower is better; unit: SCALAR. ## Recorded results | Method | IntRMSE (MeV) | Result date | Report paper | | --- | --- | --- | --- | | PI-FCNN | 0.122 | Not recorded | 6a264c9590966ade919bea6d | | CatBoost | 0.189 | Not recorded | 6a264c9590966ade919bea6d | | CV AM-PU-GRU | 0.227 | Not recorded | 6a264c9590966ade919bea6d | | MDN | 0.246 | Not recorded | 6a264c9590966ade919bea6d | | MDN | 0.395 | Not recorded | 6a264c9590966ade919bea6d | | CPUN | 0.438 | Not recorded | 6a264c9590966ade919bea6d | | GRU | 0.459 | Not recorded | 6a264c9590966ade919bea6d | | LSTM | 0.557 | Not recorded | 6a264c9590966ade919bea6d | | RNN | 0.601 | Not recorded | 6a264c9590966ade919bea6d | | MISR | 0.99 | Not recorded | 6a264c9590966ade919bea6d | | RFR | 3.089 | Not recorded | 6a264c9590966ade919bea6d | | MLP Regressor | 3.128 | Not recorded | 6a264c9590966ade919bea6d | | XGBoost | 3.702 | Not recorded | 6a264c9590966ade919bea6d | ### PI-FCNN IntRMSE (MeV): 0.122. Result ID: 6a26672afbc373592c229837. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Selection criterion":"Z, N \> 20, Emeasure \< 100 keV","Nfeat":"13"}. This record does not assert independent reproduction. ### CatBoost IntRMSE (MeV): 0.189. Result ID: 6a26672afbc373592c229836. [Reporting paper]() Recorded evaluation configuration: {"Selection criterion":"8 ≤ Z ≤ 108, 8 ≤ N ≤ 162","Nfeat":"7"}. This record does not assert independent reproduction. ### CV AM-PU-GRU IntRMSE (MeV): 0.227. Result ID: 6a26672afbc373592c22983c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Selection criterion":"Z, N ≥ 8","Nfeat":"3"}. This record does not assert independent reproduction. ### MDN IntRMSE (MeV): 0.246. Result ID: 6a26672afbc373592c229835. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Selection criterion":"Z ≥ 10","Nfeat":"11"}. This record does not assert independent reproduction. ### MDN IntRMSE (MeV): 0.395. Result ID: 6a26672afbc373592c229834. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Selection criterion":"Z, N ≥ 5","Nfeat":"9"}. This record does not assert independent reproduction. ### CPUN IntRMSE (MeV): 0.438. Result ID: 6a26672afbc373592c229838. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nfeat":"10"}. This record does not assert independent reproduction. ### GRU IntRMSE (MeV): 0.459. Result ID: 6a26672afbc373592c22983b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM IntRMSE (MeV): 0.557. Result ID: 6a26672afbc373592c22983a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Selection criterion":"Z, N ≥ 8","Nfeat":"11"}. This record does not assert independent reproduction. ### RNN IntRMSE (MeV): 0.601. Result ID: 6a26672afbc373592c229839. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MISR IntRMSE (MeV): 0.99. Result ID: 6a26672afbc373592c229833. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Selection criterion":"12 ≤ Z ≤ 50","Nfeat":"10"}. This record does not assert independent reproduction. ### RFR IntRMSE (MeV): 3.089. Result ID: 6a26672afbc373592c229832. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP Regressor IntRMSE (MeV): 3.128. Result ID: 6a26672afbc373592c229831. [Reporting paper]() Recorded evaluation configuration: {"Nfeat":"4"}. This record does not assert independent reproduction. ### XGBoost IntRMSE (MeV): 3.702. Result ID: 6a26672afbc373592c229830. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.