# Temperature Reconstruction on Subcooled Pool Boiling Task 1 (50 random snapshots) Source: [Temperature Reconstruction on Subcooled Pool Boiling Task 1 (50 random snapshots)]() Collection index: [llms.txt]() Data updated: 2026-06-02T07:59:52.643Z Evaluation of models performing temperature reconstruction on the Subcooled Pool Boiling Task 1 dataset, specifically using 50 random snapshots. Metrics include various L2 errors, RMSEs, and heat flux ratios. 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 | Temperature Reconstruction | | Dataset (including any stated split) | Subcooled Pool Boiling Task 1 (50 random snapshots) | | Metric | Relative L2 Error (Temp) | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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 - [Relative L2 Error (Temp)](): Lower is better; unit: PERCENT. - [Max Relative L2 Error (Temp)](): Lower is better; unit: PERCENT. - [Max Absolute Error (°C) (Temp)](): Lower is better; unit: OTHER. - [Integrated RMSE (Temp)](): Lower is better; unit: SCALAR. - [Boundary RMSE (Temp)](): Lower is better; unit: SCALAR. - [Heat Flux Energy Ratio (Temp)](): Higher is better; unit: SCALAR. - [Relative Heat Flux Error (%)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Relative L2 Error (Temp) | Result date | Report paper | | --- | --- | --- | --- | | UNet | 3 | Not recorded | 6a1e63b5dbd7150506f852a7 | | FFNO | 3.1 | Not recorded | 6a1e63b5dbd7150506f852a7 | | UNet | 3.2 | Not recorded | 6a1e63b5dbd7150506f852a7 | | FFNO | 3.3 | Not recorded | 6a1e63b5dbd7150506f852a7 | | HB-ARFM | 3.3 | Not recorded | 6a1e63b5dbd7150506f852a7 | | Flow Matching | 3.4 | Not recorded | 6a1e63b5dbd7150506f852a7 | | HistoryFM | 3.4 | Not recorded | 6a1e63b5dbd7150506f852a7 | | DDPM | 3.5 | Not recorded | 6a1e63b5dbd7150506f852a7 | | HistoryFM | 3.6 | Not recorded | 6a1e63b5dbd7150506f852a7 | | HB-ARFM | 3.7 | Not recorded | 6a1e63b5dbd7150506f852a7 | | Flow Matching | 3.8 | Not recorded | 6a1e63b5dbd7150506f852a7 | | DDPM | 4.2 | Not recorded | 6a1e63b5dbd7150506f852a7 | | DiffusionPDE | 5.7 | Not recorded | 6a1e63b5dbd7150506f852a7 | | DiffusionPDE | 6.1 | Not recorded | 6a1e63b5dbd7150506f852a7 | | PDEDiff | 23.7 | Not recorded | 6a1e63b5dbd7150506f852a7 | | VE-SDE | 56.6 | Not recorded | 6a1e63b5dbd7150506f852a7 | | VE-SDE | 76.1 | Not recorded | 6a1e63b5dbd7150506f852a7 | ### UNet Relative L2 Error (Temp): 3. Result ID: 6a1e8d6efbc373592c187f5f. [Reporting paper]() Recorded evaluation configuration: {"Category":"Deterministic Models"}. This record does not assert independent reproduction. ### FFNO Relative L2 Error (Temp): 3.1. Result ID: 6a1e8d6efbc373592c187f60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Deterministic Models"}. This record does not assert independent reproduction. ### UNet Relative L2 Error (Temp): 3.2. Result ID: 6a1e8d6efbc373592c187f4d. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Deterministic"}. This record does not assert independent reproduction. ### FFNO Relative L2 Error (Temp): 3.3. Result ID: 6a1e8d6efbc373592c187f4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Deterministic"}. This record does not assert independent reproduction. ### HB-ARFM Relative L2 Error (Temp): 3.3. Result ID: 6a1e8d6efbc373592c187f58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Stochastic Models"}. This record does not assert independent reproduction. ### Flow Matching Relative L2 Error (Temp): 3.4. Result ID: 6a1e8d6efbc373592c187f59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Stochastic Models"}. This record does not assert independent reproduction. ### HistoryFM Relative L2 Error (Temp): 3.4. Result ID: 6a1e8d6efbc373592c187f5a. [Reporting paper]() Recorded evaluation configuration: {"Category":"Stochastic Models"}. This record does not assert independent reproduction. ### DDPM Relative L2 Error (Temp): 3.5. Result ID: 6a1e8d6efbc373592c187f4c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Stochastic"}. This record does not assert independent reproduction. ### HistoryFM Relative L2 Error (Temp): 3.6. Result ID: 6a1e8d6efbc373592c187f49. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Stochastic"}. This record does not assert independent reproduction. ### HB-ARFM Relative L2 Error (Temp): 3.7. Result ID: 6a1e8d6efbc373592c187f47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Stochastic"}. This record does not assert independent reproduction. ### Flow Matching Relative L2 Error (Temp): 3.8. Result ID: 6a1e8d6efbc373592c187f48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Stochastic"}. This record does not assert independent reproduction. ### DDPM Relative L2 Error (Temp): 4.2. Result ID: 6a1e8d6efbc373592c187f5e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Stochastic Models"}. This record does not assert independent reproduction. ### DiffusionPDE Relative L2 Error (Temp): 5.7. Result ID: 6a1e8d6efbc373592c187f4b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Stochastic"}. This record does not assert independent reproduction. ### DiffusionPDE Relative L2 Error (Temp): 6.1. Result ID: 6a1e8d6efbc373592c187f5d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Stochastic Models"}. This record does not assert independent reproduction. ### PDEDiff Relative L2 Error (Temp): 23.7. Result ID: 6a1e8d6efbc373592c187f5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Stochastic Models"}. This record does not assert independent reproduction. ### VE-SDE Relative L2 Error (Temp): 56.6. Result ID: 6a1e8d6efbc373592c187f4a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Stochastic"}. This record does not assert independent reproduction. ### VE-SDE Relative L2 Error (Temp): 76.1. Result ID: 6a1e8d6efbc373592c187f5b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Stochastic Models"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.