# Operator Learning on MFC g-parameter family (OOD) Source: [Operator Learning on MFC g-parameter family (OOD)]() Collection index: [llms.txt]() Data updated: 2026-06-11T11:26:57.362Z Evaluation of models performing Operator Learning on the MFC g-parameter family dataset, focusing on Out-of-Distribution (OOD) generalization, typically measured using Mean relative L2 error and Reduction. 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 | Operator Learning | | Dataset (including any stated split) | MFC g-parameter family (OOD) | | Metric | Mean relative L2 Error | | 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 - [Mean relative L2 Error](): Lower is better; unit: SCALAR. - [Reduction](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mean relative L2 Error | Result date | Report paper | | --- | --- | --- | --- | | CHOP | 0.006 | Not recorded | 6a2a4153d33dfb23e783958d | | CHOP | 0.0156 | Not recorded | 6a2a4153d33dfb23e783958d | | CHOP | 0.0157 | Not recorded | 6a2a4153d33dfb23e783958d | | CHOP | 0.028 | Not recorded | 6a2a4153d33dfb23e783958d | | Raw ICON | 0.0281 | Not recorded | 6a2a4153d33dfb23e783958d | | Raw ICON | 0.0314 | Not recorded | 6a2a4153d33dfb23e783958d | | CHOP | 0.0334 | Not recorded | 6a2a4153d33dfb23e783958d | | CHOP | 0.0364 | Not recorded | 6a2a4153d33dfb23e783958d | | CHOP | 0.0447 | Not recorded | 6a2a4153d33dfb23e783958d | | CHOP | 0.0536 | Not recorded | 6a2a4153d33dfb23e783958d | | Raw ICON | 0.1074 | Not recorded | 6a2a4153d33dfb23e783958d | | CHOP | 0.1082 | Not recorded | 6a2a4153d33dfb23e783958d | | Raw ICON | 0.1097 | Not recorded | 6a2a4153d33dfb23e783958d | | Raw ICON | 0.1542 | Not recorded | 6a2a4153d33dfb23e783958d | | Raw ICON | 0.2379 | Not recorded | 6a2a4153d33dfb23e783958d | | Raw ICON | 0.3095 | Not recorded | 6a2a4153d33dfb23e783958d | | Raw ICON | 0.3219 | Not recorded | 6a2a4153d33dfb23e783958d | | Raw ICON | 0.7627 | Not recorded | 6a2a4153d33dfb23e783958d | ### CHOP Mean relative L2 Error: 0.006. Result ID: 6a2a99e8fbc373592c28d22e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(2, 2)","Length scale l":"0.5","Evolution task":true}. This record does not assert independent reproduction. ### CHOP Mean relative L2 Error: 0.0156. Result ID: 6a2a99e8fbc373592c28d230. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(2, 2)","Length scale l":"0.3","Evolution task":false}. This record does not assert independent reproduction. ### CHOP Mean relative L2 Error: 0.0157. Result ID: 6a2a99e8fbc373592c28d222. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(1, 1)","Length scale l":"0.5","Evolution task":false}. This record does not assert independent reproduction. ### CHOP Mean relative L2 Error: 0.028. Result ID: 6a2a99e8fbc373592c28d228. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(1, 2)","Length scale l":"0.5","Evolution task":false}. This record does not assert independent reproduction. ### Raw ICON Mean relative L2 Error: 0.0281. Result ID: 6a2a99e8fbc373592c28d221. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(1, 1)","Length scale l":"0.5","Evolution task":false}. This record does not assert independent reproduction. ### Raw ICON Mean relative L2 Error: 0.0314. Result ID: 6a2a99e8fbc373592c28d22d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(2, 2)","Length scale l":"0.5","Evolution task":true}. This record does not assert independent reproduction. ### CHOP Mean relative L2 Error: 0.0334. Result ID: 6a2a99e8fbc373592c28d22a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(1, 2)","Length scale l":"0.3","Evolution task":false}. This record does not assert independent reproduction. ### CHOP Mean relative L2 Error: 0.0364. Result ID: 6a2a99e8fbc373592c28d224. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(1, 1)","Length scale l":"0.3","Evolution task":false}. This record does not assert independent reproduction. ### CHOP Mean relative L2 Error: 0.0447. Result ID: 6a2a99e8fbc373592c28d232. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(2, 2)","Length scale l":"0.1","Evolution task":false}. This record does not assert independent reproduction. ### CHOP Mean relative L2 Error: 0.0536. Result ID: 6a2a99e8fbc373592c28d22c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(1, 2)","Length scale l":"0.1","Evolution task":false}. This record does not assert independent reproduction. ### Raw ICON Mean relative L2 Error: 0.1074. Result ID: 6a2a99e8fbc373592c28d22f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(2, 2)","Length scale l":"0.3","Evolution task":false}. This record does not assert independent reproduction. ### CHOP Mean relative L2 Error: 0.1082. Result ID: 6a2a99e8fbc373592c28d226. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(1, 1)","Length scale l":"0.1","Evolution task":false}. This record does not assert independent reproduction. ### Raw ICON Mean relative L2 Error: 0.1097. Result ID: 6a2a99e8fbc373592c28d227. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(1, 2)","Length scale l":"0.5","Evolution task":false}. This record does not assert independent reproduction. ### Raw ICON Mean relative L2 Error: 0.1542. Result ID: 6a2a99e8fbc373592c28d229. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(1, 2)","Length scale l":"0.3","Evolution task":false}. This record does not assert independent reproduction. ### Raw ICON Mean relative L2 Error: 0.2379. Result ID: 6a2a99e8fbc373592c28d223. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(1, 1)","Length scale l":"0.3","Evolution task":false}. This record does not assert independent reproduction. ### Raw ICON Mean relative L2 Error: 0.3095. Result ID: 6a2a99e8fbc373592c28d231. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(2, 2)","Length scale l":"0.1","Evolution task":false}. This record does not assert independent reproduction. ### Raw ICON Mean relative L2 Error: 0.3219. Result ID: 6a2a99e8fbc373592c28d22b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(1, 2)","Length scale l":"0.1","Evolution task":false}. This record does not assert independent reproduction. ### Raw ICON Mean relative L2 Error: 0.7627. Result ID: 6a2a99e8fbc373592c28d225. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operator task index":"(1, 1)","Length scale l":"0.1","Evolution task":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.