# Spatial Prediction on SRTM N43W080 (test) Source: [Spatial Prediction on SRTM N43W080 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:30.765Z Evaluation of spatial prediction models on the test split of the SRTM N43W080 dataset, assessed using NRMSE and NLPD. 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 | Spatial Prediction | | Dataset (including any stated split) | SRTM N43W080 (test) | | Metric | NRMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [NRMSE](): Lower is better; unit: SCALAR. - [NLPD](): Lower is better; unit: SCALAR. ## Recorded results | Method | NRMSE | Result date | Report paper | | --- | --- | --- | --- | | dec-pxpGP | 0.054 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | pxpGP | 0.057 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | dec-gapxGP | 0.057 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | dec-pxpGP | 0.06 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | dec-pxpGP | 0.06 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | dec-gapxGP | 0.061 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | dec-gapxGP | 0.062 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | gapxGP | 0.065 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | dec-pxpGP | 0.065 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | dec-gapxGP | 0.067 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | pxpGP | 0.071 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | gapxGP | 0.071 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | pxpGP | 0.072 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | gapxGP | 0.072 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | gapxGP | 0.075 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | pxpGP | 0.082 | Not recorded | 698eb05bc97a0b3e3b5e6981 | ### dec-pxpGP NRMSE: 0.054. Result ID: 6999a4945698665ec41aed59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fleet size (M)":49,"Type":"Decentralized"}. This record does not assert independent reproduction. ### pxpGP NRMSE: 0.057. Result ID: 6999a4945698665ec41aed53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fleet size (M)":16,"Type":"Centralized"}. This record does not assert independent reproduction. ### dec-gapxGP NRMSE: 0.057. Result ID: 6999a4945698665ec41aed5e. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":64,"Type":"Decentralized"}. This record does not assert independent reproduction. ### dec-pxpGP NRMSE: 0.06. Result ID: 6999a4945698665ec41aed5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fleet size (M)":64,"Type":"Decentralized"}. This record does not assert independent reproduction. ### dec-pxpGP NRMSE: 0.06. Result ID: 6999a4945698665ec41aed61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fleet size (M)":100,"Type":"Decentralized"}. This record does not assert independent reproduction. ### dec-gapxGP NRMSE: 0.061. Result ID: 6999a4945698665ec41aed5a. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":49,"Type":"Decentralized"}. This record does not assert independent reproduction. ### dec-gapxGP NRMSE: 0.062. Result ID: 6999a4945698665ec41aed56. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":16,"Type":"Decentralized"}. This record does not assert independent reproduction. ### gapxGP NRMSE: 0.065. Result ID: 6999a4945698665ec41aed54. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":16,"Type":"Centralized"}. This record does not assert independent reproduction. ### dec-pxpGP NRMSE: 0.065. Result ID: 6999a4945698665ec41aed55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fleet size (M)":16,"Type":"Decentralized"}. This record does not assert independent reproduction. ### dec-gapxGP NRMSE: 0.067. Result ID: 6999a4945698665ec41aed62. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":100,"Type":"Decentralized"}. This record does not assert independent reproduction. ### pxpGP NRMSE: 0.071. Result ID: 6999a4945698665ec41aed57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fleet size (M)":49,"Type":"Centralized"}. This record does not assert independent reproduction. ### gapxGP NRMSE: 0.071. Result ID: 6999a4945698665ec41aed58. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":49,"Type":"Centralized"}. This record does not assert independent reproduction. ### pxpGP NRMSE: 0.072. Result ID: 6999a4945698665ec41aed5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fleet size (M)":64,"Type":"Centralized"}. This record does not assert independent reproduction. ### gapxGP NRMSE: 0.072. Result ID: 6999a4945698665ec41aed5c. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":64,"Type":"Centralized"}. This record does not assert independent reproduction. ### gapxGP NRMSE: 0.075. Result ID: 6999a4945698665ec41aed60. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":100,"Type":"Centralized"}. This record does not assert independent reproduction. ### pxpGP NRMSE: 0.082. Result ID: 6999a4945698665ec41aed5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fleet size (M)":100,"Type":"Centralized"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.