# Rollout Prediction on PDEBench rdb (test) Source: [Rollout Prediction on PDEBench rdb (test)]() Collection index: [llms.txt]() Data updated: 2026-03-20T08:33:14.811Z Evaluation of models performing Rollout Prediction on the test split of the PDEBench dataset, specifically focusing on the 'rdb' dynamics, measured using Normalized Root Mean Square Error (nRMSE). 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 | Rollout Prediction | | Dataset (including any stated split) | PDEBench rdb (test) | | Metric | nRMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 28 of 28 | | 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 - [nRMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | nRMSE | Result date | Report paper | | --- | --- | --- | --- | | GITS | 0.071 | Not recorded | 69bcd4650636e5bf4afc282a | | PRISM | 0.084 | Not recorded | 69bcd4650636e5bf4afc282a | | uniform | 0.085 | Not recorded | 69bcd4650636e5bf4afc282a | | GITS | 0.086 | Not recorded | 69bcd4650636e5bf4afc282a | | coverage-only | 0.088 | Not recorded | 69bcd4650636e5bf4afc282a | | coverage-only | 0.122 | Not recorded | 69bcd4650636e5bf4afc282a | | GITS | 0.146 | Not recorded | 69bcd4650636e5bf4afc282a | | GradMatch | 0.212 | Not recorded | 69bcd4650636e5bf4afc282a | | uniform | 0.343 | Not recorded | 69bcd4650636e5bf4afc282a | | GLISTER | 0.347 | Not recorded | 69bcd4650636e5bf4afc282a | | GradMatch | 0.366 | Not recorded | 69bcd4650636e5bf4afc282a | | PRISM | 0.388 | Not recorded | 69bcd4650636e5bf4afc282a | | GITS | 0.406 | Not recorded | 69bcd4650636e5bf4afc282a | | GradMatch | 0.411 | Not recorded | 69bcd4650636e5bf4afc282a | | GLISTER | 0.412 | Not recorded | 69bcd4650636e5bf4afc282a | | PRISM | 0.415 | Not recorded | 69bcd4650636e5bf4afc282a | | coverage-only | 0.43 | Not recorded | 69bcd4650636e5bf4afc282a | | GLISTER | 0.509 | Not recorded | 69bcd4650636e5bf4afc282a | | uniform | 0.527 | Not recorded | 69bcd4650636e5bf4afc282a | | PRISM | 0.55 | Not recorded | 69bcd4650636e5bf4afc282a | | loss-only | 0.626 | Not recorded | 69bcd4650636e5bf4afc282a | | GLISTER | 0.634 | Not recorded | 69bcd4650636e5bf4afc282a | | coverage-only | 0.669 | Not recorded | 69bcd4650636e5bf4afc282a | | loss-only | 0.73 | Not recorded | 69bcd4650636e5bf4afc282a | | uniform | 0.887 | Not recorded | 69bcd4650636e5bf4afc282a | | loss-only | 0.892 | Not recorded | 69bcd4650636e5bf4afc282a | | GradMatch | 0.893 | Not recorded | 69bcd4650636e5bf4afc282a | | loss-only | 0.895 | Not recorded | 69bcd4650636e5bf4afc282a | ### GITS nRMSE: 0.071. Result ID: 69bd059947f34ce924a70b0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"U-Net","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### PRISM nRMSE: 0.084. Result ID: 69bd059947f34ce924a70b0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"U-Net","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### uniform nRMSE: 0.085. Result ID: 69bd059947f34ce924a70b06. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"U-Net","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### GITS nRMSE: 0.086. Result ID: 69bd059947f34ce924a70afe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FNO","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### coverage-only nRMSE: 0.088. Result ID: 69bd059947f34ce924a70b08. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"U-Net","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### coverage-only nRMSE: 0.122. Result ID: 69bd059947f34ce924a70afa. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"FNO","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### GITS nRMSE: 0.146. Result ID: 69bd059947f34ce924a70b05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Transformer","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### GradMatch nRMSE: 0.212. Result ID: 69bd059947f34ce924a70b09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"U-Net","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### uniform nRMSE: 0.343. Result ID: 69bd059947f34ce924a70af8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"FNO","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### GLISTER nRMSE: 0.347. Result ID: 69bd059947f34ce924a70afc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FNO","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### GradMatch nRMSE: 0.366. Result ID: 69bd059947f34ce924a70afb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FNO","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### PRISM nRMSE: 0.388. Result ID: 69bd059947f34ce924a70afd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FNO","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### GITS nRMSE: 0.406. Result ID: 69bd059947f34ce924a70af7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ConvLSTM","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### GradMatch nRMSE: 0.411. Result ID: 69bd059947f34ce924a70af4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ConvLSTM","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### GLISTER nRMSE: 0.412. Result ID: 69bd059947f34ce924a70b0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"U-Net","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### PRISM nRMSE: 0.415. Result ID: 69bd059947f34ce924a70af6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ConvLSTM","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### coverage-only nRMSE: 0.43. Result ID: 69bd059947f34ce924a70af3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ConvLSTM","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### GLISTER nRMSE: 0.509. Result ID: 69bd059947f34ce924a70af5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ConvLSTM","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### uniform nRMSE: 0.527. Result ID: 69bd059947f34ce924a70af1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ConvLSTM","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### PRISM nRMSE: 0.55. Result ID: 69bd059947f34ce924a70b04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Transformer","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### loss-only nRMSE: 0.626. Result ID: 69bd059947f34ce924a70b07. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"U-Net","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### GLISTER nRMSE: 0.634. Result ID: 69bd059947f34ce924a70b03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Transformer","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### coverage-only nRMSE: 0.669. Result ID: 69bd059947f34ce924a70b01. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Transformer","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### loss-only nRMSE: 0.73. Result ID: 69bd059947f34ce924a70af9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"FNO","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### uniform nRMSE: 0.887. Result ID: 69bd059947f34ce924a70aff. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Transformer","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### loss-only nRMSE: 0.892. Result ID: 69bd059947f34ce924a70af2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ConvLSTM","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### GradMatch nRMSE: 0.893. Result ID: 69bd059947f34ce924a70b02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Transformer","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. ### loss-only nRMSE: 0.895. Result ID: 69bd059947f34ce924a70b00. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Transformer","Sampling Ratio":"0.20"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.