# Physical Systems Modeling on Poseidon Wave-Gauss (test) Source: [Physical Systems Modeling on Poseidon Wave-Gauss (test)]() Collection index: [llms.txt]() Data updated: 2026-05-19T11:58:00.139Z Evaluation of models performing Physical Systems Modeling on the test split of the Poseidon Wave-Gauss dataset, measured 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 | Physical Systems Modeling | | Dataset (including any stated split) | Poseidon Wave-Gauss (test) | | Metric | Base Loss | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 25 of 25 | | 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 | | SAFE-SVD | 0 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SAFE-SVD | 0 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SAFE-SVD | 0.04 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SAFE-SVD | 0.7 | Not recorded | 6a0beecddbc836b87d82c6d2 | | ASVD | 81.85 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SAES-SVD | 225.8 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SAES-SVD | 229.9 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SAES-SVD | 249.3 | Not recorded | 6a0beecddbc836b87d82c6d2 | | ASVD | 352.1 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SAES-SVD | 366.9 | Not recorded | 6a0beecddbc836b87d82c6d2 | | ASVD | 475.4 | Not recorded | 6a0beecddbc836b87d82c6d2 | | ASVD | 525 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SVD-LLM V2 | 556.6 | Not recorded | 6a0beecddbc836b87d82c6d2 | | FWSVD | 559.6 | Not recorded | 6a0beecddbc836b87d82c6d2 | | FWSVD | 569.7 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SVD-LLM V2 | 576.4 | Not recorded | 6a0beecddbc836b87d82c6d2 | | FWSVD | 588.1 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Dobi-SVD | 632.9 | Not recorded | 6a0beecddbc836b87d82c6d2 | | FWSVD | 655.1 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SVD-LLM V2 | 656 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Dobi-SVD | 658.6 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Dobi-SVD | 670.4 | Not recorded | 6a0beecddbc836b87d82c6d2 | | Dobi-SVD | 728.6 | Not recorded | 6a0beecddbc836b87d82c6d2 | | SVD-LLM V2 | 1122 | Not recorded | 6a0beecddbc836b87d82c6d2 | ### Origin Base Loss: 0. Result ID: 6a0c5044fbc373592c03918d. [Reporting paper]() Recorded evaluation configuration: {"Compression Ratio":"1","Size":"628.6M"}. This record does not assert independent reproduction. ### SAFE-SVD Base Loss: 0. Result ID: 6a0c5044fbc373592c039193. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.8","Size":"503.0M"}. This record does not assert independent reproduction. ### SAFE-SVD Base Loss: 0. Result ID: 6a0c5044fbc373592c039199. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.6","Size":"377.5M"}. This record does not assert independent reproduction. ### SAFE-SVD Base Loss: 0.04. Result ID: 6a0c5044fbc373592c03919f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.4","Size":"251.9M"}. This record does not assert independent reproduction. ### SAFE-SVD Base Loss: 0.7. Result ID: 6a0c5044fbc373592c0391a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.2","Size":"126.3M"}. This record does not assert independent reproduction. ### ASVD Base Loss: 81.85. Result ID: 6a0c5044fbc373592c03918e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.8","Size":"502.9M"}. This record does not assert independent reproduction. ### SAES-SVD Base Loss: 225.8. Result ID: 6a0c5044fbc373592c039198. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.6","Size":"377.1M"}. This record does not assert independent reproduction. ### SAES-SVD Base Loss: 229.9. Result ID: 6a0c5044fbc373592c039192. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.8","Size":"502.7M"}. This record does not assert independent reproduction. ### SAES-SVD Base Loss: 249.3. Result ID: 6a0c5044fbc373592c03919e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.4","Size":"251.5M"}. This record does not assert independent reproduction. ### ASVD Base Loss: 352.1. Result ID: 6a0c5044fbc373592c039194. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.6","Size":"376.9M"}. This record does not assert independent reproduction. ### SAES-SVD Base Loss: 366.9. Result ID: 6a0c5044fbc373592c0391a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.2","Size":"125.9M"}. This record does not assert independent reproduction. ### ASVD Base Loss: 475.4. Result ID: 6a0c5044fbc373592c03919a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.4","Size":"251.4M"}. This record does not assert independent reproduction. ### ASVD Base Loss: 525. Result ID: 6a0c5044fbc373592c0391a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.2","Size":"125.8M"}. This record does not assert independent reproduction. ### SVD-LLM V2 Base Loss: 556.6. Result ID: 6a0c5044fbc373592c039190. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.8","Size":"524.2M"}. This record does not assert independent reproduction. ### FWSVD Base Loss: 559.6. Result ID: 6a0c5044fbc373592c03918f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.8","Size":"502.7M"}. This record does not assert independent reproduction. ### FWSVD Base Loss: 569.7. Result ID: 6a0c5044fbc373592c039195. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.6","Size":"377.1M"}. This record does not assert independent reproduction. ### SVD-LLM V2 Base Loss: 576.4. Result ID: 6a0c5044fbc373592c039196. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.6","Size":"438.3M"}. This record does not assert independent reproduction. ### FWSVD Base Loss: 588.1. Result ID: 6a0c5044fbc373592c03919b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.4","Size":"251.5M"}. This record does not assert independent reproduction. ### Dobi-SVD Base Loss: 632.9. Result ID: 6a0c5044fbc373592c039191. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.8","Size":"503.7M"}. This record does not assert independent reproduction. ### FWSVD Base Loss: 655.1. Result ID: 6a0c5044fbc373592c0391a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.2","Size":"125.9M"}. This record does not assert independent reproduction. ### SVD-LLM V2 Base Loss: 656. Result ID: 6a0c5044fbc373592c03919c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.4","Size":"374.9M"}. This record does not assert independent reproduction. ### Dobi-SVD Base Loss: 658.6. Result ID: 6a0c5044fbc373592c039197. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.6","Size":"378.1M"}. This record does not assert independent reproduction. ### Dobi-SVD Base Loss: 670.4. Result ID: 6a0c5044fbc373592c03919d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.4","Size":"252.6M"}. This record does not assert independent reproduction. ### Dobi-SVD Base Loss: 728.6. Result ID: 6a0c5044fbc373592c0391a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.2","Size":"127.0M"}. This record does not assert independent reproduction. ### SVD-LLM V2 Base Loss: 1122. Result ID: 6a0c5044fbc373592c0391a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression Ratio":"0.2","Size":"353.2M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.