# Spatial Prediction on SRTM N39W106 (test) Source: [Spatial Prediction on SRTM N39W106 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:30.734Z Evaluation of spatial prediction models on the test split of the SRTM N39W106 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 N39W106 (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 | | --- | --- | --- | --- | | pxpGP | 0.058 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | dec-pxpGP | 0.061 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | dec-gapxGP | 0.062 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | dec-pxpGP | 0.062 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | dec-gapxGP | 0.062 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | dec-pxpGP | 0.067 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | dec-pxpGP | 0.067 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | dec-gapxGP | 0.068 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | gapxGP | 0.071 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | dec-gapxGP | 0.072 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | gapxGP | 0.076 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | gapxGP | 0.076 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | pxpGP | 0.08 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | pxpGP | 0.081 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | gapxGP | 0.081 | Not recorded | 698eb05bc97a0b3e3b5e6981 | | pxpGP | 0.086 | Not recorded | 698eb05bc97a0b3e3b5e6981 | ### pxpGP NRMSE: 0.058. Result ID: 6999a4945698665ec41aed33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fleet size (M)":16,"Type":"Centralized"}. This record does not assert independent reproduction. ### dec-pxpGP NRMSE: 0.061. Result ID: 6999a4945698665ec41aed39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fleet size (M)":49,"Type":"Decentralized"}. This record does not assert independent reproduction. ### dec-gapxGP NRMSE: 0.062. Result ID: 6999a4945698665ec41aed3a. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":49,"Type":"Decentralized"}. This record does not assert independent reproduction. ### dec-pxpGP NRMSE: 0.062. Result ID: 6999a4945698665ec41aed3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fleet size (M)":64,"Type":"Decentralized"}. This record does not assert independent reproduction. ### dec-gapxGP NRMSE: 0.062. Result ID: 6999a4945698665ec41aed3e. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":64,"Type":"Decentralized"}. This record does not assert independent reproduction. ### dec-pxpGP NRMSE: 0.067. Result ID: 6999a4945698665ec41aed35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fleet size (M)":16,"Type":"Decentralized"}. This record does not assert independent reproduction. ### dec-pxpGP NRMSE: 0.067. Result ID: 6999a4945698665ec41aed41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fleet size (M)":100,"Type":"Decentralized"}. This record does not assert independent reproduction. ### dec-gapxGP NRMSE: 0.068. Result ID: 6999a4945698665ec41aed42. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":100,"Type":"Decentralized"}. This record does not assert independent reproduction. ### gapxGP NRMSE: 0.071. Result ID: 6999a4945698665ec41aed34. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":16,"Type":"Centralized"}. This record does not assert independent reproduction. ### dec-gapxGP NRMSE: 0.072. Result ID: 6999a4945698665ec41aed36. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":16,"Type":"Decentralized"}. This record does not assert independent reproduction. ### gapxGP NRMSE: 0.076. Result ID: 6999a4945698665ec41aed38. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":49,"Type":"Centralized"}. This record does not assert independent reproduction. ### gapxGP NRMSE: 0.076. Result ID: 6999a4945698665ec41aed3c. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":64,"Type":"Centralized"}. This record does not assert independent reproduction. ### pxpGP NRMSE: 0.08. Result ID: 6999a4945698665ec41aed37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fleet size (M)":49,"Type":"Centralized"}. This record does not assert independent reproduction. ### pxpGP NRMSE: 0.081. Result ID: 6999a4945698665ec41aed3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fleet size (M)":64,"Type":"Centralized"}. This record does not assert independent reproduction. ### gapxGP NRMSE: 0.081. Result ID: 6999a4945698665ec41aed40. [Reporting paper]() Recorded evaluation configuration: {"Fleet size (M)":100,"Type":"Centralized"}. This record does not assert independent reproduction. ### pxpGP NRMSE: 0.086. Result ID: 6999a4945698665ec41aed3f. [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.