# Regression on Burgers' dataset (train) Source: [Regression on Burgers' dataset (train)]() Collection index: [llms.txt]() Data updated: 2026-03-10T07:50:28.914Z Evaluation of model performance on the training split of the Burgers' dataset for the general Regression task, measured using MSE and a reduction metric comparing GGD vs Adam. 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 | Regression | | Dataset (including any stated split) | Burgers' dataset (train) | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [MSE](): Lower is better; unit: SCALAR. - [Reduction (GGD vs Adam)](): Higher is better; unit: PERCENT. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | GGD | 5.12e-7 | Not recorded | 69afa57e2d603e6de3e439d7 | | Adam | 0.000002 | Not recorded | 69afa57e2d603e6de3e439d7 | | Muon | 0.0000173 | Not recorded | 69afa57e2d603e6de3e439d7 | | Adam | 0.0000188 | Not recorded | 69afa57e2d603e6de3e439d7 | | GGD | 0.0000191 | Not recorded | 69afa57e2d603e6de3e439d7 | | Muon | 0.0000431 | Not recorded | 69afa57e2d603e6de3e439d7 | | GGD | 0.0001 | Not recorded | 69afa57e2d603e6de3e439d7 | | Adam | 0.000137 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGDM | 0.000427 | Not recorded | 69afa57e2d603e6de3e439d7 | | Muon | 0.00046 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGDM | 0.00064 | Not recorded | 69afa57e2d603e6de3e439d7 | | SSGD | 0.00119 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGD | 0.00127 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGD | 0.00147 | Not recorded | 69afa57e2d603e6de3e439d7 | | SSGD | 0.00181 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGD | 0.00183 | Not recorded | 69afa57e2d603e6de3e439d7 | | SSGD | 0.00227 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGDM | 0.00923 | Not recorded | 69afa57e2d603e6de3e439d7 | ### GGD MSE: 5.12e-7. Result ID: 69afccef6dbb7075b957e375. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"FCN\_3","Structures":"3,10\*10,1"}. This record does not assert independent reproduction. ### Adam MSE: 0.000002. Result ID: 69afccef6dbb7075b957e372. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"FCN\_3","Structures":"3,10\*10,1"}. This record does not assert independent reproduction. ### Muon MSE: 0.0000173. Result ID: 69afccef6dbb7075b957e373. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_3","Structures":"3,10\*10,1"}. This record does not assert independent reproduction. ### Adam MSE: 0.0000188. Result ID: 69afccef6dbb7075b957e36c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"FCN\_2","Structures":"3,4,6,4,1"}. This record does not assert independent reproduction. ### GGD MSE: 0.0000191. Result ID: 69afccef6dbb7075b957e36f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"FCN\_2","Structures":"3,4,6,4,1"}. This record does not assert independent reproduction. ### Muon MSE: 0.0000431. Result ID: 69afccef6dbb7075b957e36d. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_2","Structures":"3,4,6,4,1"}. This record does not assert independent reproduction. ### GGD MSE: 0.0001. Result ID: 69afccef6dbb7075b957e369. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"FCN\_1","Structures":"3,6,1"}. This record does not assert independent reproduction. ### Adam MSE: 0.000137. Result ID: 69afccef6dbb7075b957e366. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"FCN\_1","Structures":"3,6,1"}. This record does not assert independent reproduction. ### SGDM MSE: 0.000427. Result ID: 69afccef6dbb7075b957e371. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_3","Structures":"3,10\*10,1"}. This record does not assert independent reproduction. ### Muon MSE: 0.00046. Result ID: 69afccef6dbb7075b957e367. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_1","Structures":"3,6,1"}. This record does not assert independent reproduction. ### SGDM MSE: 0.00064. Result ID: 69afccef6dbb7075b957e36b. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_2","Structures":"3,4,6,4,1"}. This record does not assert independent reproduction. ### SSGD MSE: 0.00119. Result ID: 69afccef6dbb7075b957e374. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"FCN\_3","Structures":"3,10\*10,1"}. This record does not assert independent reproduction. ### SGD MSE: 0.00127. Result ID: 69afccef6dbb7075b957e370. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_3","Structures":"3,10\*10,1"}. This record does not assert independent reproduction. ### SGD MSE: 0.00147. Result ID: 69afccef6dbb7075b957e36a. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_2","Structures":"3,4,6,4,1"}. This record does not assert independent reproduction. ### SSGD MSE: 0.00181. Result ID: 69afccef6dbb7075b957e368. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"FCN\_1","Structures":"3,6,1"}. This record does not assert independent reproduction. ### SGD MSE: 0.00183. Result ID: 69afccef6dbb7075b957e364. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_1","Structures":"3,6,1"}. This record does not assert independent reproduction. ### SSGD MSE: 0.00227. Result ID: 69afccef6dbb7075b957e36e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"FCN\_2","Structures":"3,4,6,4,1"}. This record does not assert independent reproduction. ### SGDM MSE: 0.00923. Result ID: 69afccef6dbb7075b957e365. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_1","Structures":"3,6,1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.