# Spatiotemporal Field Reconstruction on Navier-Stokes 10% Subset Source: [Spatiotemporal Field Reconstruction on Navier-Stokes 10% Subset]() Collection index: [llms.txt]() Data updated: 2026-03-06T07:29:38.635Z Evaluation of model performance on reconstructing spatiotemporal fields using the 10% subset of the Navier-Stokes dataset, measured using CRPS. 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 Field Reconstruction | | Dataset (including any stated split) | Navier-Stokes 10% Subset | | Metric | CRPS | | 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 - [CRPS](): Lower is better; unit: SCALAR. ## Recorded results | Method | CRPS | Result date | Report paper | | --- | --- | --- | --- | | SOLID | 0.1005 | Not recorded | 69aa5f7c2d603e6de3e4185e | | ∞-Diff | 0.461 | Not recorded | 69aa5f7c2d603e6de3e4185e | | SOLID | 0.4826 | Not recorded | 69aa5f7c2d603e6de3e4185e | | UNet | 0.6722 | Not recorded | 69aa5f7c2d603e6de3e4185e | | FFNO | 0.7042 | Not recorded | 69aa5f7c2d603e6de3e4185e | | OFormer | 0.9052 | Not recorded | 69aa5f7c2d603e6de3e4185e | | OmniField | 1.0651 | Not recorded | 69aa5f7c2d603e6de3e4185e | | ∞-Diff | 1.2084 | Not recorded | 69aa5f7c2d603e6de3e4185e | | SOLID | 1.2251 | Not recorded | 69aa5f7c2d603e6de3e4185e | | OFormer | 1.2387 | Not recorded | 69aa5f7c2d603e6de3e4185e | | UNet | 1.2387 | Not recorded | 69aa5f7c2d603e6de3e4185e | | SCENT | 1.2591 | Not recorded | 69aa5f7c2d603e6de3e4185e | | DDO | 1.2803 | Not recorded | 69aa5f7c2d603e6de3e4185e | | DDO | 1.2879 | Not recorded | 69aa5f7c2d603e6de3e4185e | | DDO | 1.2891 | Not recorded | 69aa5f7c2d603e6de3e4185e | | FFNO | 1.3265 | Not recorded | 69aa5f7c2d603e6de3e4185e | | SCENT | 1.3971 | Not recorded | 69aa5f7c2d603e6de3e4185e | | OmniField | 1.6541 | Not recorded | 69aa5f7c2d603e6de3e4185e | | ∞-Diff | 1.766 | Not recorded | 69aa5f7c2d603e6de3e4185e | | UNet | 1.8204 | Not recorded | 69aa5f7c2d603e6de3e4185e | | FFNO | 1.8689 | Not recorded | 69aa5f7c2d603e6de3e4185e | | SCENT | 1.9158 | Not recorded | 69aa5f7c2d603e6de3e4185e | | OFormer | 1.9677 | Not recorded | 69aa5f7c2d603e6de3e4185e | | OmniField | 2.1117 | Not recorded | 69aa5f7c2d603e6de3e4185e | | INR-GAN | 2.5478 | Not recorded | 69aa5f7c2d603e6de3e4185e | | INR-GAN | 2.5688 | Not recorded | 69aa5f7c2d603e6de3e4185e | | INR-GAN | 2.6293 | Not recorded | 69aa5f7c2d603e6de3e4185e | | StyleGAN3 | 2.6354 | Not recorded | 69aa5f7c2d603e6de3e4185e | | StyleGAN3 | 2.6364 | Not recorded | 69aa5f7c2d603e6de3e4185e | | StyleGAN3 | 2.6379 | Not recorded | 69aa5f7c2d603e6de3e4185e | ### SOLID CRPS: 0.1005. Result ID: 69aa82616dbb7075b953e891. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"40%"}. This record does not assert independent reproduction. ### ∞-Diff CRPS: 0.461. Result ID: 69aa82616dbb7075b953e89d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"40%"}. This record does not assert independent reproduction. ### SOLID CRPS: 0.4826. Result ID: 69aa82616dbb7075b953e890. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"10%"}. This record does not assert independent reproduction. ### UNet CRPS: 0.6722. Result ID: 69aa82616dbb7075b953e88e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sparsity":"40%"}. This record does not assert independent reproduction. ### FFNO CRPS: 0.7042. Result ID: 69aa82616dbb7075b953e888. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"40%"}. This record does not assert independent reproduction. ### OFormer CRPS: 0.9052. Result ID: 69aa82616dbb7075b953e88b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"40%"}. This record does not assert independent reproduction. ### OmniField CRPS: 1.0651. Result ID: 69aa82616dbb7075b953e885. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"40%"}. This record does not assert independent reproduction. ### ∞-Diff CRPS: 1.2084. Result ID: 69aa82616dbb7075b953e89c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"10%"}. This record does not assert independent reproduction. ### SOLID CRPS: 1.2251. Result ID: 69aa82616dbb7075b953e88f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"4%"}. This record does not assert independent reproduction. ### OFormer CRPS: 1.2387. Result ID: 69aa82616dbb7075b953e88a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"10%"}. This record does not assert independent reproduction. ### UNet CRPS: 1.2387. Result ID: 69aa82616dbb7075b953e88d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sparsity":"10%"}. This record does not assert independent reproduction. ### SCENT CRPS: 1.2591. Result ID: 69aa82616dbb7075b953e882. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"40%"}. This record does not assert independent reproduction. ### DDO CRPS: 1.2803. Result ID: 69aa82616dbb7075b953e89a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"40%"}. This record does not assert independent reproduction. ### DDO CRPS: 1.2879. Result ID: 69aa82616dbb7075b953e899. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"10%"}. This record does not assert independent reproduction. ### DDO CRPS: 1.2891. Result ID: 69aa82616dbb7075b953e898. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"4%"}. This record does not assert independent reproduction. ### FFNO CRPS: 1.3265. Result ID: 69aa82616dbb7075b953e887. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"10%"}. This record does not assert independent reproduction. ### SCENT CRPS: 1.3971. Result ID: 69aa82616dbb7075b953e881. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"10%"}. This record does not assert independent reproduction. ### OmniField CRPS: 1.6541. Result ID: 69aa82616dbb7075b953e884. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"10%"}. This record does not assert independent reproduction. ### ∞-Diff CRPS: 1.766. Result ID: 69aa82616dbb7075b953e89b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"4%"}. This record does not assert independent reproduction. ### UNet CRPS: 1.8204. Result ID: 69aa82616dbb7075b953e88c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sparsity":"4%"}. This record does not assert independent reproduction. ### FFNO CRPS: 1.8689. Result ID: 69aa82616dbb7075b953e886. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"4%"}. This record does not assert independent reproduction. ### SCENT CRPS: 1.9158. Result ID: 69aa82616dbb7075b953e880. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"4%"}. This record does not assert independent reproduction. ### OFormer CRPS: 1.9677. Result ID: 69aa82616dbb7075b953e889. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"4%"}. This record does not assert independent reproduction. ### OmniField CRPS: 2.1117. Result ID: 69aa82616dbb7075b953e883. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"4%"}. This record does not assert independent reproduction. ### INR-GAN CRPS: 2.5478. Result ID: 69aa82616dbb7075b953e897. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"40%"}. This record does not assert independent reproduction. ### INR-GAN CRPS: 2.5688. Result ID: 69aa82616dbb7075b953e896. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"10%"}. This record does not assert independent reproduction. ### INR-GAN CRPS: 2.6293. Result ID: 69aa82616dbb7075b953e895. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"4%"}. This record does not assert independent reproduction. ### StyleGAN3 CRPS: 2.6354. Result ID: 69aa82616dbb7075b953e894. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"40%"}. This record does not assert independent reproduction. ### StyleGAN3 CRPS: 2.6364. Result ID: 69aa82616dbb7075b953e893. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"10%"}. This record does not assert independent reproduction. ### StyleGAN3 CRPS: 2.6379. Result ID: 69aa82616dbb7075b953e892. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"4%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.