# Spatio-temporal forecasting on SDWPF (20% test) Source: [Spatio-temporal forecasting on SDWPF (20% test)]() Collection index: [llms.txt]() Data updated: 2026-04-20T07:54:38.296Z Evaluation of models performing spatio-temporal forecasting on the 20% test split of the SDWPF dataset, measured using MAE and RMSE. 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 | Spatio-temporal forecasting | | Dataset (including any stated split) | SDWPF (20% test) | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 30 of 30 | | 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](): Lower is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | GWavenet + RRN | 54.2 | Not recorded | 69e5b2df7d0172140ec7de29 | | STPGNN + RRN | 55.18 | Not recorded | 69e5b2df7d0172140ec7de29 | | Auto-DSTSGN + RRN | 55.26 | Not recorded | 69e5b2df7d0172140ec7de29 | | GMAN + RRN | 56.18 | Not recorded | 69e5b2df7d0172140ec7de29 | | Auto-DSTSGN | 56.62 | Not recorded | 69e5b2df7d0172140ec7de29 | | STPGNN | 57.03 | Not recorded | 69e5b2df7d0172140ec7de29 | | GMAN | 58.26 | Not recorded | 69e5b2df7d0172140ec7de29 | | GWavenet | 58.72 | Not recorded | 69e5b2df7d0172140ec7de29 | | DCRNN + RRN | 60.85 | Not recorded | 69e5b2df7d0172140ec7de29 | | DCRNN | 64.06 | Not recorded | 69e5b2df7d0172140ec7de29 | | GWavenet + RRN | 78.81 | Not recorded | 69e5b2df7d0172140ec7de29 | | Auto-DSTSGN + RRN | 78.91 | Not recorded | 69e5b2df7d0172140ec7de29 | | GMAN + RRN | 79.69 | Not recorded | 69e5b2df7d0172140ec7de29 | | STPGNN + RRN | 79.91 | Not recorded | 69e5b2df7d0172140ec7de29 | | Auto-DSTSGN | 80.52 | Not recorded | 69e5b2df7d0172140ec7de29 | | GMAN | 82.12 | Not recorded | 69e5b2df7d0172140ec7de29 | | STPGNN | 82.2 | Not recorded | 69e5b2df7d0172140ec7de29 | | GWavenet | 83.34 | Not recorded | 69e5b2df7d0172140ec7de29 | | DCRNN + RRN | 85.91 | Not recorded | 69e5b2df7d0172140ec7de29 | | DCRNN | 90.13 | Not recorded | 69e5b2df7d0172140ec7de29 | | GWavenet + RRN | 112.59 | Not recorded | 69e5b2df7d0172140ec7de29 | | Auto-DSTSGN + RRN | 113.32 | Not recorded | 69e5b2df7d0172140ec7de29 | | Auto-DSTSGN | 113.71 | Not recorded | 69e5b2df7d0172140ec7de29 | | GMAN + RRN | 114.33 | Not recorded | 69e5b2df7d0172140ec7de29 | | STPGNN + RRN | 114.85 | Not recorded | 69e5b2df7d0172140ec7de29 | | GWavenet | 114.95 | Not recorded | 69e5b2df7d0172140ec7de29 | | STPGNN | 118.37 | Not recorded | 69e5b2df7d0172140ec7de29 | | GMAN | 119.63 | Not recorded | 69e5b2df7d0172140ec7de29 | | DCRNN + RRN | 123.28 | Not recorded | 69e5b2df7d0172140ec7de29 | | DCRNN | 126.31 | Not recorded | 69e5b2df7d0172140ec7de29 | ### GWavenet + RRN MAE: 54.2. Result ID: 69e5dbbb47f34ce924cbd296. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"3","Backbone":"Graph WaveNet","RRN Integration":"true"}. This record does not assert independent reproduction. ### STPGNN + RRN MAE: 55.18. Result ID: 69e5dbbb47f34ce924cbd29e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"3","Backbone":"STPGNN","RRN Integration":"true"}. This record does not assert independent reproduction. ### Auto-DSTSGN + RRN MAE: 55.26. Result ID: 69e5dbbb47f34ce924cbd29a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"3","Backbone":"Auto-DSTSGN","RRN Integration":"true"}. This record does not assert independent reproduction. ### GMAN + RRN MAE: 56.18. Result ID: 69e5dbbb47f34ce924cbd29c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"3","Backbone":"GMAN","RRN Integration":"true"}. This record does not assert independent reproduction. ### Auto-DSTSGN MAE: 56.62. Result ID: 69e5dbbb47f34ce924cbd299. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"3","Backbone":"Auto-DSTSGN","RRN Integration":"false"}. This record does not assert independent reproduction. ### STPGNN MAE: 57.03. Result ID: 69e5dbbb47f34ce924cbd29d. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"3","Backbone":"STPGNN","RRN Integration":"false"}. This record does not assert independent reproduction. ### GMAN MAE: 58.26. Result ID: 69e5dbbb47f34ce924cbd29b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"3","Backbone":"GMAN","RRN Integration":"false"}. This record does not assert independent reproduction. ### GWavenet MAE: 58.72. Result ID: 69e5dbbb47f34ce924cbd295. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"3","Backbone":"Graph WaveNet","RRN Integration":"false"}. This record does not assert independent reproduction. ### DCRNN + RRN MAE: 60.85. Result ID: 69e5dbbb47f34ce924cbd298. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"3","Backbone":"DCRNN","RRN Integration":"true"}. This record does not assert independent reproduction. ### DCRNN MAE: 64.06. Result ID: 69e5dbbb47f34ce924cbd297. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"3","Backbone":"DCRNN","RRN Integration":"false"}. This record does not assert independent reproduction. ### GWavenet + RRN MAE: 78.81. Result ID: 69e5dbbb47f34ce924cbd2a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"6","Backbone":"Graph WaveNet","RRN Integration":"true"}. This record does not assert independent reproduction. ### Auto-DSTSGN + RRN MAE: 78.91. Result ID: 69e5dbbb47f34ce924cbd2a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"6","Backbone":"Auto-DSTSGN","RRN Integration":"true"}. This record does not assert independent reproduction. ### GMAN + RRN MAE: 79.69. Result ID: 69e5dbbb47f34ce924cbd2a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"6","Backbone":"GMAN","RRN Integration":"true"}. This record does not assert independent reproduction. ### STPGNN + RRN MAE: 79.91. Result ID: 69e5dbbb47f34ce924cbd2a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"6","Backbone":"STPGNN","RRN Integration":"true"}. This record does not assert independent reproduction. ### Auto-DSTSGN MAE: 80.52. Result ID: 69e5dbbb47f34ce924cbd2a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"6","Backbone":"Auto-DSTSGN","RRN Integration":"false"}. This record does not assert independent reproduction. ### GMAN MAE: 82.12. Result ID: 69e5dbbb47f34ce924cbd2a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"6","Backbone":"GMAN","RRN Integration":"false"}. This record does not assert independent reproduction. ### STPGNN MAE: 82.2. Result ID: 69e5dbbb47f34ce924cbd2a7. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"6","Backbone":"STPGNN","RRN Integration":"false"}. This record does not assert independent reproduction. ### GWavenet MAE: 83.34. Result ID: 69e5dbbb47f34ce924cbd29f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"6","Backbone":"Graph WaveNet","RRN Integration":"false"}. This record does not assert independent reproduction. ### DCRNN + RRN MAE: 85.91. Result ID: 69e5dbbb47f34ce924cbd2a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"6","Backbone":"DCRNN","RRN Integration":"true"}. This record does not assert independent reproduction. ### DCRNN MAE: 90.13. Result ID: 69e5dbbb47f34ce924cbd2a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"6","Backbone":"DCRNN","RRN Integration":"false"}. This record does not assert independent reproduction. ### GWavenet + RRN MAE: 112.59. Result ID: 69e5dbbb47f34ce924cbd2aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"12","Backbone":"Graph WaveNet","RRN Integration":"true"}. This record does not assert independent reproduction. ### Auto-DSTSGN + RRN MAE: 113.32. Result ID: 69e5dbbb47f34ce924cbd2ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"12","Backbone":"Auto-DSTSGN","RRN Integration":"true"}. This record does not assert independent reproduction. ### Auto-DSTSGN MAE: 113.71. Result ID: 69e5dbbb47f34ce924cbd2ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"12","Backbone":"Auto-DSTSGN","RRN Integration":"false"}. This record does not assert independent reproduction. ### GMAN + RRN MAE: 114.33. Result ID: 69e5dbbb47f34ce924cbd2b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"12","Backbone":"GMAN","RRN Integration":"true"}. This record does not assert independent reproduction. ### STPGNN + RRN MAE: 114.85. Result ID: 69e5dbbb47f34ce924cbd2b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"12","Backbone":"STPGNN","RRN Integration":"true"}. This record does not assert independent reproduction. ### GWavenet MAE: 114.95. Result ID: 69e5dbbb47f34ce924cbd2a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"12","Backbone":"Graph WaveNet","RRN Integration":"false"}. This record does not assert independent reproduction. ### STPGNN MAE: 118.37. Result ID: 69e5dbbb47f34ce924cbd2b1. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"12","Backbone":"STPGNN","RRN Integration":"false"}. This record does not assert independent reproduction. ### GMAN MAE: 119.63. Result ID: 69e5dbbb47f34ce924cbd2af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"12","Backbone":"GMAN","RRN Integration":"false"}. This record does not assert independent reproduction. ### DCRNN + RRN MAE: 123.28. Result ID: 69e5dbbb47f34ce924cbd2ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"12","Backbone":"DCRNN","RRN Integration":"true"}. This record does not assert independent reproduction. ### DCRNN MAE: 126.31. Result ID: 69e5dbbb47f34ce924cbd2ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"12","Backbone":"DCRNN","RRN Integration":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.