# Parameter Estimation on Engine Gas Flow Dynamics Clean online normalized scale 0-1 (test) Source: [Parameter Estimation on Engine Gas Flow Dynamics Clean online normalized scale 0-1 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-17T06:39:52.147Z Evaluation of Parameter Estimation performance on the test split of the Engine Gas Flow Dynamics dataset, measured using metrics like A\_egrmax, A\_vgtmax, η\_sc, and h\_tot. 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 | Parameter Estimation | | Dataset (including any stated split) | Engine Gas Flow Dynamics Clean online normalized scale 0-1 (test) | | Metric | A\_egrmax | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [A\_egrmax](): Higher is better; unit: SCALAR. - [A\_vgtmax](): Higher is better; unit: SCALAR. - [η\_sc](): Higher is better; unit: SCALAR. - [h\_tot](): Higher is better; unit: SCALAR. ## Recorded results | Method | A\_egrmax | Result date | Report paper | | --- | --- | --- | --- | | few-shot transfer learning scheme | 1.0312 | Not recorded | 68fa7bfb1e209131cea8b9cd | | multi-stage transfer learning scheme | 1.009 | Not recorded | 68fa7bfb1e209131cea8b9cd | | multi-stage transfer learning scheme | 1.007 | Not recorded | 68fa7bfb1e209131cea8b9cd | | few-shot transfer learning scheme | 1.0057 | Not recorded | 68fa7bfb1e209131cea8b9cd | | multi-stage transfer learning scheme | 1.004 | Not recorded | 68fa7bfb1e209131cea8b9cd | | multi-stage transfer learning scheme | 1.004 | Not recorded | 68fa7bfb1e209131cea8b9cd | | few-shot transfer learning scheme | 1.0038 | Not recorded | 68fa7bfb1e209131cea8b9cd | | multi-stage transfer learning scheme | 0.971 | Not recorded | 68fa7bfb1e209131cea8b9cd | | multi-stage transfer learning scheme | 0.964 | Not recorded | 68fa7bfb1e209131cea8b9cd | | few-shot transfer learning scheme | 0.9551 | Not recorded | 68fa7bfb1e209131cea8b9cd | | multi-stage transfer learning scheme | 0.955 | Not recorded | 68fa7bfb1e209131cea8b9cd | | multi-stage transfer learning scheme | 0.944 | Not recorded | 68fa7bfb1e209131cea8b9cd | | few-shot transfer learning scheme | 0.9385 | Not recorded | 68fa7bfb1e209131cea8b9cd | | multi-stage transfer learning scheme | 0.922 | Not recorded | 68fa7bfb1e209131cea8b9cd | | multi-stage transfer learning scheme | 0.9 | Not recorded | 68fa7bfb1e209131cea8b9cd | ### few-shot transfer learning scheme A\_egrmax: 1.0312. Result ID: 69b8f63a47f34ce924a0cc7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Duration (min)":"1 ~ 2","Data Condition":"Clean","Data Points":"301"}. This record does not assert independent reproduction. ### multi-stage transfer learning scheme A\_egrmax: 1.009. Result ID: 69b8f63a47f34ce924a0cc6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"DURATION (MIN)":"0 ∼ 1","Data points per known variables":"151"}. This record does not assert independent reproduction. ### multi-stage transfer learning scheme A\_egrmax: 1.007. Result ID: 69b8f63a47f34ce924a0cc6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"DURATION (MIN)":"3 ∼ 4","Data points per known variables":"151"}. This record does not assert independent reproduction. ### few-shot transfer learning scheme A\_egrmax: 1.0057. Result ID: 69b8f63a47f34ce924a0cc81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Duration (min)":"3 ~ 4","Data Condition":"Clean","Data Points":"301"}. This record does not assert independent reproduction. ### multi-stage transfer learning scheme A\_egrmax: 1.004. Result ID: 69b8f63a47f34ce924a0cc6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"DURATION (MIN)":"0 ∼ 1","Data points per known variables":"301"}. This record does not assert independent reproduction. ### multi-stage transfer learning scheme A\_egrmax: 1.004. Result ID: 69b8f63a47f34ce924a0cc72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"DURATION (MIN)":"3 ∼ 4","Data points per known variables":"301"}. This record does not assert independent reproduction. ### few-shot transfer learning scheme A\_egrmax: 1.0038. Result ID: 69b8f63a47f34ce924a0cc7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Duration (min)":"0 ~ 1","Data Condition":"Clean","Data Points":"301"}. This record does not assert independent reproduction. ### multi-stage transfer learning scheme A\_egrmax: 0.971. Result ID: 69b8f63a47f34ce924a0cc70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"DURATION (MIN)":"1 ∼ 2","Data points per known variables":"301"}. This record does not assert independent reproduction. ### multi-stage transfer learning scheme A\_egrmax: 0.964. Result ID: 69b8f63a47f34ce924a0cc71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"DURATION (MIN)":"2 ∼ 3","Data points per known variables":"301"}. This record does not assert independent reproduction. ### few-shot transfer learning scheme A\_egrmax: 0.9551. Result ID: 69b8f63a47f34ce924a0cc80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Duration (min)":"2 ~ 3","Data Condition":"Clean","Data Points":"301"}. This record does not assert independent reproduction. ### multi-stage transfer learning scheme A\_egrmax: 0.955. Result ID: 69b8f63a47f34ce924a0cc6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"DURATION (MIN)":"2 ∼ 3","Data points per known variables":"151"}. This record does not assert independent reproduction. ### multi-stage transfer learning scheme A\_egrmax: 0.944. Result ID: 69b8f63a47f34ce924a0cc6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"DURATION (MIN)":"4 ∼ 5","Data points per known variables":"151"}. This record does not assert independent reproduction. ### few-shot transfer learning scheme A\_egrmax: 0.9385. Result ID: 69b8f63a47f34ce924a0cc82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Duration (min)":"4 ~ 5","Data Condition":"Clean","Data Points":"301"}. This record does not assert independent reproduction. ### multi-stage transfer learning scheme A\_egrmax: 0.922. Result ID: 69b8f63a47f34ce924a0cc6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"DURATION (MIN)":"1 ∼ 2","Data points per known variables":"151"}. This record does not assert independent reproduction. ### multi-stage transfer learning scheme A\_egrmax: 0.9. Result ID: 69b8f63a47f34ce924a0cc73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"DURATION (MIN)":"4 ∼ 5","Data points per known variables":"301"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.