# Conformal Prediction on 2D Navier-Stokes (test) Source: [Conformal Prediction on 2D Navier-Stokes (test)]() Collection index: [llms.txt]() Data updated: 2026-06-09T09:13:48.451Z Evaluation of model performance on applying Conformal Prediction techniques to the test split of the 2D Navier-Stokes dataset, measured by coverage and average conformal radius. 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 | Conformal Prediction | | Dataset (including any stated split) | 2D Navier-Stokes (test) | | Metric | Coverage | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [Coverage](): Higher is better; unit: PERCENT. - [Avg Conformal Radius](): Lower is better; unit: OTHER. ## Recorded results | Method | Coverage | Result date | Report paper | | --- | --- | --- | --- | | UQNO | 98.09 | Not recorded | 6a279e2890966ade919bf7e3 | | Unscaled | 98 | Not recorded | 6a279e2890966ade919bf7e3 | | Perturbation | 97.99 | Not recorded | 6a279e2890966ade919bf7e3 | | MC Dropout | 97.96 | Not recorded | 6a279e2890966ade919bf7e3 | | Laplace | 97.95 | Not recorded | 6a279e2890966ade919bf7e3 | | UQNO | 96.13 | Not recorded | 6a279e2890966ade919bf7e3 | | Unscaled | 96.04 | Not recorded | 6a279e2890966ade919bf7e3 | | Perturbation | 96.01 | Not recorded | 6a279e2890966ade919bf7e3 | | Laplace | 95.97 | Not recorded | 6a279e2890966ade919bf7e3 | | MC Dropout | 95.95 | Not recorded | 6a279e2890966ade919bf7e3 | | UQNO | 94.14 | Not recorded | 6a279e2890966ade919bf7e3 | | Unscaled | 94.02 | Not recorded | 6a279e2890966ade919bf7e3 | | Laplace | 94.01 | Not recorded | 6a279e2890966ade919bf7e3 | | Perturbation | 94 | Not recorded | 6a279e2890966ade919bf7e3 | | MC Dropout | 93.94 | Not recorded | 6a279e2890966ade919bf7e3 | | UQNO | 92.18 | Not recorded | 6a279e2890966ade919bf7e3 | | Laplace | 92.07 | Not recorded | 6a279e2890966ade919bf7e3 | | Unscaled | 92.04 | Not recorded | 6a279e2890966ade919bf7e3 | | Perturbation | 92 | Not recorded | 6a279e2890966ade919bf7e3 | | MC Dropout | 91.94 | Not recorded | 6a279e2890966ade919bf7e3 | | UQNO | 90.16 | Not recorded | 6a279e2890966ade919bf7e3 | | Unscaled | 90.13 | Not recorded | 6a279e2890966ade919bf7e3 | | Laplace | 90.09 | Not recorded | 6a279e2890966ade919bf7e3 | | Perturbation | 90.08 | Not recorded | 6a279e2890966ade919bf7e3 | | MC Dropout | 89.98 | Not recorded | 6a279e2890966ade919bf7e3 | ### UQNO Coverage: 98.09. Result ID: 6a27d8befbc373592c24d4e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.02","target coverage":"98%"}. This record does not assert independent reproduction. ### Unscaled Coverage: 98. Result ID: 6a27d8befbc373592c24d4d6. [Reporting paper]() Recorded evaluation configuration: {"alpha (α)":"0.02","target coverage":"98%"}. This record does not assert independent reproduction. ### Perturbation Coverage: 97.99. Result ID: 6a27d8befbc373592c24d4ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.02","target coverage":"98%"}. This record does not assert independent reproduction. ### MC Dropout Coverage: 97.96. Result ID: 6a27d8befbc373592c24d4db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.02","target coverage":"98%"}. This record does not assert independent reproduction. ### Laplace Coverage: 97.95. Result ID: 6a27d8befbc373592c24d4e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.02","target coverage":"98%"}. This record does not assert independent reproduction. ### UQNO Coverage: 96.13. Result ID: 6a27d8befbc373592c24d4e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.04","target coverage":"96%"}. This record does not assert independent reproduction. ### Unscaled Coverage: 96.04. Result ID: 6a27d8befbc373592c24d4d7. [Reporting paper]() Recorded evaluation configuration: {"alpha (α)":"0.04","target coverage":"96%"}. This record does not assert independent reproduction. ### Perturbation Coverage: 96.01. Result ID: 6a27d8befbc373592c24d4eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.04","target coverage":"96%"}. This record does not assert independent reproduction. ### Laplace Coverage: 95.97. Result ID: 6a27d8befbc373592c24d4e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.04","target coverage":"96%"}. This record does not assert independent reproduction. ### MC Dropout Coverage: 95.95. Result ID: 6a27d8befbc373592c24d4dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.04","target coverage":"96%"}. This record does not assert independent reproduction. ### UQNO Coverage: 94.14. Result ID: 6a27d8befbc373592c24d4e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.06","target coverage":"94%"}. This record does not assert independent reproduction. ### Unscaled Coverage: 94.02. Result ID: 6a27d8befbc373592c24d4d8. [Reporting paper]() Recorded evaluation configuration: {"alpha (α)":"0.06","target coverage":"94%"}. This record does not assert independent reproduction. ### Laplace Coverage: 94.01. Result ID: 6a27d8befbc373592c24d4e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.06","target coverage":"94%"}. This record does not assert independent reproduction. ### Perturbation Coverage: 94. Result ID: 6a27d8befbc373592c24d4ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.06","target coverage":"94%"}. This record does not assert independent reproduction. ### MC Dropout Coverage: 93.94. Result ID: 6a27d8befbc373592c24d4dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.06","target coverage":"94%"}. This record does not assert independent reproduction. ### UQNO Coverage: 92.18. Result ID: 6a27d8befbc373592c24d4e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.08","target coverage":"92%"}. This record does not assert independent reproduction. ### Laplace Coverage: 92.07. Result ID: 6a27d8befbc373592c24d4e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.08","target coverage":"92%"}. This record does not assert independent reproduction. ### Unscaled Coverage: 92.04. Result ID: 6a27d8befbc373592c24d4d9. [Reporting paper]() Recorded evaluation configuration: {"alpha (α)":"0.08","target coverage":"92%"}. This record does not assert independent reproduction. ### Perturbation Coverage: 92. Result ID: 6a27d8befbc373592c24d4ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.08","target coverage":"92%"}. This record does not assert independent reproduction. ### MC Dropout Coverage: 91.94. Result ID: 6a27d8befbc373592c24d4de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.08","target coverage":"92%"}. This record does not assert independent reproduction. ### UQNO Coverage: 90.16. Result ID: 6a27d8befbc373592c24d4e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.10","target coverage":"90%"}. This record does not assert independent reproduction. ### Unscaled Coverage: 90.13. Result ID: 6a27d8befbc373592c24d4da. [Reporting paper]() Recorded evaluation configuration: {"alpha (α)":"0.10","target coverage":"90%"}. This record does not assert independent reproduction. ### Laplace Coverage: 90.09. Result ID: 6a27d8befbc373592c24d4e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.10","target coverage":"90%"}. This record does not assert independent reproduction. ### Perturbation Coverage: 90.08. Result ID: 6a27d8befbc373592c24d4ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.10","target coverage":"90%"}. This record does not assert independent reproduction. ### MC Dropout Coverage: 89.98. Result ID: 6a27d8befbc373592c24d4df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha (α)":"0.10","target coverage":"90%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.