# Shallow Water Equations Simulation on SWE Source: [Shallow Water Equations Simulation on SWE]() Collection index: [llms.txt]() Data updated: 2026-05-19T11:57:59.878Z Evaluation of models simulating the Shallow Water Equations (SWE) using Base Loss and Sobolev metrics. 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 | Shallow Water Equations Simulation | | Dataset (including any stated split) | SWE | | Metric | Base Loss | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 29 of 29 | | 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 - [Base Loss](): Lower is better; unit: SCALAR. - [Sobolev Metric](): Lower is better; unit: SCALAR. ## Recorded results | Method | Base Loss | Result date | Report paper | | --- | --- | --- | --- | | Origin | 0 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Ours\* | 17.22 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SVD-LLM V2 | 45.31 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SAES-SVD | 56.51 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Ours | 70.33 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Ours\* | 71.55 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Dobi-SVD | 244.7 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Ours | 259.6 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SAES-SVD | 278.2 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Ours\* | 285.3 | Not recorded | 6a0beecddbc836b87d82c6d2 | | FWSVD | 288.2 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SVD-LLM V2 | 297.9 | Not recorded | 6a0beecddbc836b87d82c6d2 | | ASVD | 531.6 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SAES-SVD | 1114 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Ours | 1188 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SVD-LLM V2 | 1251 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Ours\* | 1299 | Not recorded | 6a0beecddbc836b87d82c6d2 | | FWSVD | 1311 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Dobi-SVD | 1851 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SVD-LLM V2 | 3203 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SAES-SVD | 3308 | Not recorded | 6a0beecddbc836b87d82c6d2 | | ASVD | 4836 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Ours | 5488 | Not recorded | 6a0beecddbc836b87d82c6d2 | | ASVD | 7345 | Not recorded | 6a0beecddbc836b87d82c6d2 | | FWSVD | 12771 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Dobi-SVD | 17117 | Not recorded | 6a0beecddbc836b87d82c6d2 | | ASVD | 19920 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Dobi-SVD | 27218 | Not recorded | 6a0beecddbc836b87d82c6d2 | | FWSVD | 29702 | Not recorded | 6a0beecddbc836b87d82c6d2 | ### Origin Base Loss: 0. Result ID: 6a0c5044fbc373592c0390f3. [Reporting paper]() Recorded evaluation configuration: {"MPP":"1"}. This record does not assert independent reproduction. ### Ours\* Base Loss: 17.22. Result ID: 6a0c5044fbc373592c0390fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.8"}. This record does not assert independent reproduction. ### SVD-LLM V2 Base Loss: 45.31. Result ID: 6a0c5044fbc373592c0390f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.8"}. This record does not assert independent reproduction. ### SAES-SVD Base Loss: 56.51. Result ID: 6a0c5044fbc373592c0390f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.8"}. This record does not assert independent reproduction. ### Ours Base Loss: 70.33. Result ID: 6a0c5044fbc373592c0390f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.8"}. This record does not assert independent reproduction. ### Ours\* Base Loss: 71.55. Result ID: 6a0c5044fbc373592c039101. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.6"}. This record does not assert independent reproduction. ### Dobi-SVD Base Loss: 244.7. Result ID: 6a0c5044fbc373592c0390f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.8"}. This record does not assert independent reproduction. ### Ours Base Loss: 259.6. Result ID: 6a0c5044fbc373592c039100. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.6"}. This record does not assert independent reproduction. ### SAES-SVD Base Loss: 278.2. Result ID: 6a0c5044fbc373592c0390ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.6"}. This record does not assert independent reproduction. ### Ours\* Base Loss: 285.3. Result ID: 6a0c5044fbc373592c039108. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.4"}. This record does not assert independent reproduction. ### FWSVD Base Loss: 288.2. Result ID: 6a0c5044fbc373592c0390f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.8"}. This record does not assert independent reproduction. ### SVD-LLM V2 Base Loss: 297.9. Result ID: 6a0c5044fbc373592c0390fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.6"}. This record does not assert independent reproduction. ### ASVD Base Loss: 531.6. Result ID: 6a0c5044fbc373592c0390f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.8"}. This record does not assert independent reproduction. ### SAES-SVD Base Loss: 1114. Result ID: 6a0c5044fbc373592c039106. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.4"}. This record does not assert independent reproduction. ### Ours Base Loss: 1188. Result ID: 6a0c5044fbc373592c039107. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.4"}. This record does not assert independent reproduction. ### SVD-LLM V2 Base Loss: 1251. Result ID: 6a0c5044fbc373592c039104. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.4"}. This record does not assert independent reproduction. ### Ours\* Base Loss: 1299. Result ID: 6a0c5044fbc373592c03910f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.2"}. This record does not assert independent reproduction. ### FWSVD Base Loss: 1311. Result ID: 6a0c5044fbc373592c0390fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.6"}. This record does not assert independent reproduction. ### Dobi-SVD Base Loss: 1851. Result ID: 6a0c5044fbc373592c0390fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.6"}. This record does not assert independent reproduction. ### SVD-LLM V2 Base Loss: 3203. Result ID: 6a0c5044fbc373592c03910b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.2"}. This record does not assert independent reproduction. ### SAES-SVD Base Loss: 3308. Result ID: 6a0c5044fbc373592c03910d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.2"}. This record does not assert independent reproduction. ### ASVD Base Loss: 4836. Result ID: 6a0c5044fbc373592c0390fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.6"}. This record does not assert independent reproduction. ### Ours Base Loss: 5488. Result ID: 6a0c5044fbc373592c03910e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.2"}. This record does not assert independent reproduction. ### ASVD Base Loss: 7345. Result ID: 6a0c5044fbc373592c039102. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.4"}. This record does not assert independent reproduction. ### FWSVD Base Loss: 12771. Result ID: 6a0c5044fbc373592c039103. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.4"}. This record does not assert independent reproduction. ### Dobi-SVD Base Loss: 17117. Result ID: 6a0c5044fbc373592c039105. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.4"}. This record does not assert independent reproduction. ### ASVD Base Loss: 19920. Result ID: 6a0c5044fbc373592c039109. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.2"}. This record does not assert independent reproduction. ### Dobi-SVD Base Loss: 27218. Result ID: 6a0c5044fbc373592c03910c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.2"}. This record does not assert independent reproduction. ### FWSVD Base Loss: 29702. Result ID: 6a0c5044fbc373592c03910a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MPP":"0.2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.