# Spatiotemporal Inference on Synthetic 2D Grid Matérn-3/2 kernel Source: [Spatiotemporal Inference on Synthetic 2D Grid Matérn-3/2 kernel]() Collection index: [llms.txt]() Data updated: 2026-04-01T07:42:18.936Z Evaluation of Spatiotemporal Inference performance on the Synthetic 2D Grid dataset generated using a Matérn-3/2 kernel, measured using MSE and Wasserstein distance. 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 | Spatiotemporal Inference | | Dataset (including any stated split) | Synthetic 2D Grid Matérn-3/2 kernel | | Metric | ESS/sec | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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 - [ESS/sec](): Higher is better; unit: SCALAR. - [MSE](): Lower is better; unit: SCALAR. - [Wasserstein Distance](): Lower is better; unit: SCALAR. - [Infer Time (s)](): Lower is better; unit: TIME. ## Recorded results | Method | ESS/sec | Result date | Report paper | | --- | --- | --- | --- | | ADVI | 483.24 | Not recorded | 68fa7c3c1e209131cea8d164 | | ADVI | 326.11 | Not recorded | 68fa7c3c1e209131cea8d164 | | ADVI | 199.35 | Not recorded | 68fa7c3c1e209131cea8d164 | | PriorCVAE | 37.98 | Not recorded | 68fa7c3c1e209131cea8d164 | | ADVI | 33.06 | Not recorded | 68fa7c3c1e209131cea8d164 | | PriorCVAE | 21.45 | Not recorded | 68fa7c3c1e209131cea8d164 | | Inducing Pts | 20.68 | Not recorded | 68fa7c3c1e209131cea8d164 | | DeepRV-gMLP | 18.95 | Not recorded | 68fa7c3c1e209131cea8d164 | | PriorCVAE | 18.19 | Not recorded | 68fa7c3c1e209131cea8d164 | | DeepRV-MLP | 17.31 | Not recorded | 68fa7c3c1e209131cea8d164 | | RFF | 15.66 | Not recorded | 68fa7c3c1e209131cea8d164 | | DeepRV-gMLP | 14.05 | Not recorded | 68fa7c3c1e209131cea8d164 | | GP | 12.66 | Not recorded | 68fa7c3c1e209131cea8d164 | | Inducing Pts | 12.25 | Not recorded | 68fa7c3c1e209131cea8d164 | | DeepRV-MLP | 10.24 | Not recorded | 68fa7c3c1e209131cea8d164 | | DeepRV-gMLP | 10.12 | Not recorded | 68fa7c3c1e209131cea8d164 | | DeepRV-MLP | 9.91 | Not recorded | 68fa7c3c1e209131cea8d164 | | ADVI | 8.79 | Not recorded | 68fa7c3c1e209131cea8d164 | | Inducing Pts | 8.27 | Not recorded | 68fa7c3c1e209131cea8d164 | | GP | 5.54 | Not recorded | 68fa7c3c1e209131cea8d164 | | PriorCVAE | 4.94 | Not recorded | 68fa7c3c1e209131cea8d164 | | DeepRV-gMLP | 4.79 | Not recorded | 68fa7c3c1e209131cea8d164 | | Inducing Pts | 2.98 | Not recorded | 68fa7c3c1e209131cea8d164 | | GP | 2.4 | Not recorded | 68fa7c3c1e209131cea8d164 | | Inducing Pts | 2.38 | Not recorded | 68fa7c3c1e209131cea8d164 | | RFF | 2.13 | Not recorded | 68fa7c3c1e209131cea8d164 | | RFF | 2.04 | Not recorded | 68fa7c3c1e209131cea8d164 | | DeepRV-MLP | 1.94 | Not recorded | 68fa7c3c1e209131cea8d164 | | PriorCVAE | 1.29 | Not recorded | 68fa7c3c1e209131cea8d164 | | DeepRV-gMLP | 1.24 | Not recorded | 68fa7c3c1e209131cea8d164 | | DeepRV-MLP | 0.65 | Not recorded | 68fa7c3c1e209131cea8d164 | | RFF | 0.44 | Not recorded | 68fa7c3c1e209131cea8d164 | | GP | 0.33 | Not recorded | 68fa7c3c1e209131cea8d164 | | RFF | 0.13 | Not recorded | 68fa7c3c1e209131cea8d164 | | GP | 0.05 | Not recorded | 68fa7c3c1e209131cea8d164 | ### ADVI ESS/sec: 483.24. Result ID: 69cccbf047f34ce924b6330d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"1024"}. This record does not assert independent reproduction. ### ADVI ESS/sec: 326.11. Result ID: 69cccbf047f34ce924b6330b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"256"}. This record does not assert independent reproduction. ### ADVI ESS/sec: 199.35. Result ID: 69cccbf047f34ce924b6330c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"576"}. This record does not assert independent reproduction. ### PriorCVAE ESS/sec: 37.98. Result ID: 69cccbf047f34ce924b63324. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"256"}. This record does not assert independent reproduction. ### ADVI ESS/sec: 33.06. Result ID: 69cccbf047f34ce924b6330e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"2304"}. This record does not assert independent reproduction. ### PriorCVAE ESS/sec: 21.45. Result ID: 69cccbf047f34ce924b63326. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"1024"}. This record does not assert independent reproduction. ### Inducing Pts ESS/sec: 20.68. Result ID: 69cccbf047f34ce924b6331f. [Reporting paper]() Recorded evaluation configuration: {"Grid":"256"}. This record does not assert independent reproduction. ### DeepRV-gMLP ESS/sec: 18.95. Result ID: 69cccbf047f34ce924b6331a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"256"}. This record does not assert independent reproduction. ### PriorCVAE ESS/sec: 18.19. Result ID: 69cccbf047f34ce924b63325. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"576"}. This record does not assert independent reproduction. ### DeepRV-MLP ESS/sec: 17.31. Result ID: 69cccbf047f34ce924b63315. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"256"}. This record does not assert independent reproduction. ### RFF ESS/sec: 15.66. Result ID: 69cccbf047f34ce924b6332a. [Reporting paper]() Recorded evaluation configuration: {"Grid":"576"}. This record does not assert independent reproduction. ### DeepRV-gMLP ESS/sec: 14.05. Result ID: 69cccbf047f34ce924b6331b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"576"}. This record does not assert independent reproduction. ### GP ESS/sec: 12.66. Result ID: 69cccbf047f34ce924b63310. [Reporting paper]() Recorded evaluation configuration: {"Grid":"256"}. This record does not assert independent reproduction. ### Inducing Pts ESS/sec: 12.25. Result ID: 69cccbf047f34ce924b63320. [Reporting paper]() Recorded evaluation configuration: {"Grid":"576"}. This record does not assert independent reproduction. ### DeepRV-MLP ESS/sec: 10.24. Result ID: 69cccbf047f34ce924b63317. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"1024"}. This record does not assert independent reproduction. ### DeepRV-gMLP ESS/sec: 10.12. Result ID: 69cccbf047f34ce924b6331c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"1024"}. This record does not assert independent reproduction. ### DeepRV-MLP ESS/sec: 9.91. Result ID: 69cccbf047f34ce924b63316. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"576"}. This record does not assert independent reproduction. ### ADVI ESS/sec: 8.79. Result ID: 69cccbf047f34ce924b6330f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"4096"}. This record does not assert independent reproduction. ### Inducing Pts ESS/sec: 8.27. Result ID: 69cccbf047f34ce924b63321. [Reporting paper]() Recorded evaluation configuration: {"Grid":"1024"}. This record does not assert independent reproduction. ### GP ESS/sec: 5.54. Result ID: 69cccbf047f34ce924b63311. [Reporting paper]() Recorded evaluation configuration: {"Grid":"576"}. This record does not assert independent reproduction. ### PriorCVAE ESS/sec: 4.94. Result ID: 69cccbf047f34ce924b63327. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"2304"}. This record does not assert independent reproduction. ### DeepRV-gMLP ESS/sec: 4.79. Result ID: 69cccbf047f34ce924b6331d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"2304"}. This record does not assert independent reproduction. ### Inducing Pts ESS/sec: 2.98. Result ID: 69cccbf047f34ce924b63322. [Reporting paper]() Recorded evaluation configuration: {"Grid":"2304"}. This record does not assert independent reproduction. ### GP ESS/sec: 2.4. Result ID: 69cccbf047f34ce924b63312. [Reporting paper]() Recorded evaluation configuration: {"Grid":"1024"}. This record does not assert independent reproduction. ### Inducing Pts ESS/sec: 2.38. Result ID: 69cccbf047f34ce924b63323. [Reporting paper]() Recorded evaluation configuration: {"Grid":"4096"}. This record does not assert independent reproduction. ### RFF ESS/sec: 2.13. Result ID: 69cccbf047f34ce924b6332c. [Reporting paper]() Recorded evaluation configuration: {"Grid":"2304"}. This record does not assert independent reproduction. ### RFF ESS/sec: 2.04. Result ID: 69cccbf047f34ce924b63329. [Reporting paper]() Recorded evaluation configuration: {"Grid":"256"}. This record does not assert independent reproduction. ### DeepRV-MLP ESS/sec: 1.94. Result ID: 69cccbf047f34ce924b63318. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"2304"}. This record does not assert independent reproduction. ### PriorCVAE ESS/sec: 1.29. Result ID: 69cccbf047f34ce924b63328. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"4096"}. This record does not assert independent reproduction. ### DeepRV-gMLP ESS/sec: 1.24. Result ID: 69cccbf047f34ce924b6331e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"4096"}. This record does not assert independent reproduction. ### DeepRV-MLP ESS/sec: 0.65. Result ID: 69cccbf047f34ce924b63319. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Grid":"4096"}. This record does not assert independent reproduction. ### RFF ESS/sec: 0.44. Result ID: 69cccbf047f34ce924b6332b. [Reporting paper]() Recorded evaluation configuration: {"Grid":"1024"}. This record does not assert independent reproduction. ### GP ESS/sec: 0.33. Result ID: 69cccbf047f34ce924b63313. [Reporting paper]() Recorded evaluation configuration: {"Grid":"2304"}. This record does not assert independent reproduction. ### RFF ESS/sec: 0.13. Result ID: 69cccbf047f34ce924b6332d. [Reporting paper]() Recorded evaluation configuration: {"Grid":"4096"}. This record does not assert independent reproduction. ### GP ESS/sec: 0.05. Result ID: 69cccbf047f34ce924b63314. [Reporting paper]() Recorded evaluation configuration: {"Grid":"4096"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.