# Regression on Burgers' dataset (test) Source: [Regression on Burgers' dataset (test)]() Collection index: [llms.txt]() Data updated: 2026-03-10T07:50:28.948Z Evaluation of Regression performance on the test split of the Burgers dataset, measured using MSE and relative performance reduction 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 | Regression | | Dataset (including any stated split) | Burgers' dataset (test) | | 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. - [Performance Reduction (GGD vs Adam)](): Higher is better; unit: PERCENT. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | GGD | 0.00018 | Not recorded | 69afa57e2d603e6de3e439d7 | | Muon | 0.000213 | Not recorded | 69afa57e2d603e6de3e439d7 | | GGD | 0.000229 | Not recorded | 69afa57e2d603e6de3e439d7 | | Adam | 0.000303 | Not recorded | 69afa57e2d603e6de3e439d7 | | Adam | 0.000447 | Not recorded | 69afa57e2d603e6de3e439d7 | | GGD | 0.000567 | Not recorded | 69afa57e2d603e6de3e439d7 | | Adam | 0.000883 | Not recorded | 69afa57e2d603e6de3e439d7 | | Muon | 0.00107 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGDM | 0.0012 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGDM | 0.0016 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGD | 0.00204 | Not recorded | 69afa57e2d603e6de3e439d7 | | Muon | 0.00234 | Not recorded | 69afa57e2d603e6de3e439d7 | | SSGD | 0.00261 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGD | 0.0028 | Not recorded | 69afa57e2d603e6de3e439d7 | | SSGD | 0.00307 | Not recorded | 69afa57e2d603e6de3e439d7 | | SSGD | 0.00313 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGD | 0.00374 | Not recorded | 69afa57e2d603e6de3e439d7 | | SGDM | 0.00388 | Not recorded | 69afa57e2d603e6de3e439d7 | ### GGD MSE: 0.00018. Result ID: 69afccef6dbb7075b957e381. [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: 0.000213. Result ID: 69afccef6dbb7075b957e37f. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_2","Structures":"3,4,6,4,1"}. This record does not assert independent reproduction. ### GGD MSE: 0.000229. Result ID: 69afccef6dbb7075b957e37b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"FCN\_1","Structures":"3,6,1"}. This record does not assert independent reproduction. ### Adam MSE: 0.000303. Result ID: 69afccef6dbb7075b957e37e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"FCN\_2","Structures":"3,4,6,4,1"}. This record does not assert independent reproduction. ### Adam MSE: 0.000447. Result ID: 69afccef6dbb7075b957e378. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"FCN\_1","Structures":"3,6,1"}. This record does not assert independent reproduction. ### GGD MSE: 0.000567. Result ID: 69afccef6dbb7075b957e387. [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: 0.000883. Result ID: 69afccef6dbb7075b957e384. [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: 0.00107. Result ID: 69afccef6dbb7075b957e379. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_1","Structures":"3,6,1"}. This record does not assert independent reproduction. ### SGDM MSE: 0.0012. Result ID: 69afccef6dbb7075b957e37d. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_2","Structures":"3,4,6,4,1"}. This record does not assert independent reproduction. ### SGDM MSE: 0.0016. Result ID: 69afccef6dbb7075b957e377. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_1","Structures":"3,6,1"}. This record does not assert independent reproduction. ### SGD MSE: 0.00204. Result ID: 69afccef6dbb7075b957e37c. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_2","Structures":"3,4,6,4,1"}. This record does not assert independent reproduction. ### Muon MSE: 0.00234. Result ID: 69afccef6dbb7075b957e385. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_3","Structures":"3,10\*10,1"}. This record does not assert independent reproduction. ### SSGD MSE: 0.00261. Result ID: 69afccef6dbb7075b957e37a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"FCN\_1","Structures":"3,6,1"}. This record does not assert independent reproduction. ### SGD MSE: 0.0028. Result ID: 69afccef6dbb7075b957e376. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_1","Structures":"3,6,1"}. This record does not assert independent reproduction. ### SSGD MSE: 0.00307. Result ID: 69afccef6dbb7075b957e380. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Nets":"FCN\_2","Structures":"3,4,6,4,1"}. This record does not assert independent reproduction. ### SSGD MSE: 0.00313. Result ID: 69afccef6dbb7075b957e386. [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: 0.00374. Result ID: 69afccef6dbb7075b957e382. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_3","Structures":"3,10\*10,1"}. This record does not assert independent reproduction. ### SGDM MSE: 0.00388. Result ID: 69afccef6dbb7075b957e383. [Reporting paper]() Recorded evaluation configuration: {"Nets":"FCN\_3","Structures":"3,10\*10,1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.