# Aerodynamic Coefficient Prediction on AIAA UQ Challenge 2 (withheld val points) Source: [Aerodynamic Coefficient Prediction on AIAA UQ Challenge 2 (withheld val points)]() Collection index: [llms.txt]() Data updated: 2026-06-30T06:35:45.423Z Evaluation of model performance on predicting aerodynamic coefficients using the AIAA UQ Challenge 2 dataset, focusing on uncertainty quantification metrics like mass bounds and specific function evaluations (F(L), F(U)). 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 | Aerodynamic Coefficient Prediction | | Dataset (including any stated split) | AIAA UQ Challenge 2 (withheld val points) | | Metric | Mass Coverage \[L, U\] | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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 - [Mass Coverage \[L, U\]](): Higher is better; unit: PERCENT. - [F(L) Evaluation](): Higher is better; unit: PERCENT. - [F(U) Evaluation](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mass Coverage \[L, U\] | Result date | Report paper | | --- | --- | --- | --- | | First-moment | 100 | Not recorded | 6a434d64ba73165dbb74379b | | First-moment | 100 | Not recorded | 6a434d64ba73165dbb74379b | | First-moment | 100 | Not recorded | 6a434d64ba73165dbb74379b | | First-moment | 100 | Not recorded | 6a434d64ba73165dbb74379b | | First-moment | 100 | Not recorded | 6a434d64ba73165dbb74379b | | First-moment | 100 | Not recorded | 6a434d64ba73165dbb74379b | | First-moment | 100 | Not recorded | 6a434d64ba73165dbb74379b | | Distribution | 95.8 | Not recorded | 6a434d64ba73165dbb74379b | | Distribution | 95.8 | Not recorded | 6a434d64ba73165dbb74379b | | Distribution | 95.5 | Not recorded | 6a434d64ba73165dbb74379b | | Distribution | 95.5 | Not recorded | 6a434d64ba73165dbb74379b | | Distribution | 95.1 | Not recorded | 6a434d64ba73165dbb74379b | | Truth | 95 | Not recorded | 6a434d64ba73165dbb74379b | | Truth | 95 | Not recorded | 6a434d64ba73165dbb74379b | | Truth | 95 | Not recorded | 6a434d64ba73165dbb74379b | | Truth | 95 | Not recorded | 6a434d64ba73165dbb74379b | | Truth | 95 | Not recorded | 6a434d64ba73165dbb74379b | | Truth | 95 | Not recorded | 6a434d64ba73165dbb74379b | | Truth | 95 | Not recorded | 6a434d64ba73165dbb74379b | | Truth | 95 | Not recorded | 6a434d64ba73165dbb74379b | | Truth | 95 | Not recorded | 6a434d64ba73165dbb74379b | | Truth | 95 | Not recorded | 6a434d64ba73165dbb74379b | | Truth | 95 | Not recorded | 6a434d64ba73165dbb74379b | | Truth | 95 | Not recorded | 6a434d64ba73165dbb74379b | | Distribution | 94.9 | Not recorded | 6a434d64ba73165dbb74379b | | Distribution | 94.9 | Not recorded | 6a434d64ba73165dbb74379b | | Distribution | 94.9 | Not recorded | 6a434d64ba73165dbb74379b | | Distribution | 94.5 | Not recorded | 6a434d64ba73165dbb74379b | | Distribution | 94.4 | Not recorded | 6a434d64ba73165dbb74379b | | Distribution | 94.3 | Not recorded | 6a434d64ba73165dbb74379b | | Distribution | 94.2 | Not recorded | 6a434d64ba73165dbb74379b | | First-moment | 73.3 | Not recorded | 6a434d64ba73165dbb74379b | | First-moment | 63 | Not recorded | 6a434d64ba73165dbb74379b | | First-moment | 38.2 | Not recorded | 6a434d64ba73165dbb74379b | | First-moment | 27.4 | Not recorded | 6a434d64ba73165dbb74379b | | First-moment | 11 | Not recorded | 6a434d64ba73165dbb74379b | ### First-moment Mass Coverage \[L, U\]: 100. Result ID: 6a4363a6fbc373592c92b07b. [Reporting paper]() Recorded evaluation configuration: {"alpha":"-3°","beta\_flap":"-3°","QoI":"Cd"}. This record does not assert independent reproduction. ### First-moment Mass Coverage \[L, U\]: 100. Result ID: 6a4363a6fbc373592c92b07e. [Reporting paper]() Recorded evaluation configuration: {"alpha":"-3°","beta\_flap":"-3°","QoI":"Cm"}. This record does not assert independent reproduction. ### First-moment Mass Coverage \[L, U\]: 100. Result ID: 6a4363a6fbc373592c92b084. [Reporting paper]() Recorded evaluation configuration: {"alpha":"0°","beta\_flap":"0°","QoI":"Cd"}. This record does not assert independent reproduction. ### First-moment Mass Coverage \[L, U\]: 100. Result ID: 6a4363a6fbc373592c92b087. [Reporting paper]() Recorded evaluation configuration: {"alpha":"0°","beta\_flap":"0°","QoI":"Cm"}. This record does not assert independent reproduction. ### First-moment Mass Coverage \[L, U\]: 100. Result ID: 6a4363a6fbc373592c92b08d. [Reporting paper]() Recorded evaluation configuration: {"alpha":"2°","beta\_flap":"2°","QoI":"Cd"}. This record does not assert independent reproduction. ### First-moment Mass Coverage \[L, U\]: 100. Result ID: 6a4363a6fbc373592c92b090. [Reporting paper]() Recorded evaluation configuration: {"alpha":"2°","beta\_flap":"2°","QoI":"Cm"}. This record does not assert independent reproduction. ### First-moment Mass Coverage \[L, U\]: 100. Result ID: 6a4363a6fbc373592c92b099. [Reporting paper]() Recorded evaluation configuration: {"alpha":"7°","beta\_flap":"15°","QoI":"Cm"}. This record does not assert independent reproduction. ### Distribution Mass Coverage \[L, U\]: 95.8. Result ID: 6a4363a6fbc373592c92b088. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0°","beta\_flap":"0°","QoI":"Cm"}. This record does not assert independent reproduction. ### Distribution Mass Coverage \[L, U\]: 95.8. Result ID: 6a4363a6fbc373592c92b094. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"7°","beta\_flap":"15°","QoI":"Cl"}. This record does not assert independent reproduction. ### Distribution Mass Coverage \[L, U\]: 95.5. Result ID: 6a4363a6fbc373592c92b082. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0°","beta\_flap":"0°","QoI":"Cl"}. This record does not assert independent reproduction. ### Distribution Mass Coverage \[L, U\]: 95.5. Result ID: 6a4363a6fbc373592c92b09a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"7°","beta\_flap":"15°","QoI":"Cm"}. This record does not assert independent reproduction. ### Distribution Mass Coverage \[L, U\]: 95.1. Result ID: 6a4363a6fbc373592c92b097. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"7°","beta\_flap":"15°","QoI":"Cd"}. This record does not assert independent reproduction. ### Truth Mass Coverage \[L, U\]: 95. Result ID: 6a4363a6fbc373592c92b077. [Reporting paper]() Recorded evaluation configuration: {"alpha":"-3°","beta\_flap":"-3°","QoI":"Cl"}. This record does not assert independent reproduction. ### Truth Mass Coverage \[L, U\]: 95. Result ID: 6a4363a6fbc373592c92b07a. [Reporting paper]() Recorded evaluation configuration: {"alpha":"-3°","beta\_flap":"-3°","QoI":"Cd"}. This record does not assert independent reproduction. ### Truth Mass Coverage \[L, U\]: 95. Result ID: 6a4363a6fbc373592c92b07d. [Reporting paper]() Recorded evaluation configuration: {"alpha":"-3°","beta\_flap":"-3°","QoI":"Cm"}. This record does not assert independent reproduction. ### Truth Mass Coverage \[L, U\]: 95. Result ID: 6a4363a6fbc373592c92b080. [Reporting paper]() Recorded evaluation configuration: {"alpha":"0°","beta\_flap":"0°","QoI":"Cl"}. This record does not assert independent reproduction. ### Truth Mass Coverage \[L, U\]: 95. Result ID: 6a4363a6fbc373592c92b083. [Reporting paper]() Recorded evaluation configuration: {"alpha":"0°","beta\_flap":"0°","QoI":"Cd"}. This record does not assert independent reproduction. ### Truth Mass Coverage \[L, U\]: 95. Result ID: 6a4363a6fbc373592c92b086. [Reporting paper]() Recorded evaluation configuration: {"alpha":"0°","beta\_flap":"0°","QoI":"Cm"}. This record does not assert independent reproduction. ### Truth Mass Coverage \[L, U\]: 95. Result ID: 6a4363a6fbc373592c92b089. [Reporting paper]() Recorded evaluation configuration: {"alpha":"2°","beta\_flap":"2°","QoI":"Cl"}. This record does not assert independent reproduction. ### Truth Mass Coverage \[L, U\]: 95. Result ID: 6a4363a6fbc373592c92b08c. [Reporting paper]() Recorded evaluation configuration: {"alpha":"2°","beta\_flap":"2°","QoI":"Cd"}. This record does not assert independent reproduction. ### Truth Mass Coverage \[L, U\]: 95. Result ID: 6a4363a6fbc373592c92b08f. [Reporting paper]() Recorded evaluation configuration: {"alpha":"2°","beta\_flap":"2°","QoI":"Cm"}. This record does not assert independent reproduction. ### Truth Mass Coverage \[L, U\]: 95. Result ID: 6a4363a6fbc373592c92b092. [Reporting paper]() Recorded evaluation configuration: {"alpha":"7°","beta\_flap":"15°","QoI":"Cl"}. This record does not assert independent reproduction. ### Truth Mass Coverage \[L, U\]: 95. Result ID: 6a4363a6fbc373592c92b095. [Reporting paper]() Recorded evaluation configuration: {"alpha":"7°","beta\_flap":"15°","QoI":"Cd"}. This record does not assert independent reproduction. ### Truth Mass Coverage \[L, U\]: 95. Result ID: 6a4363a6fbc373592c92b098. [Reporting paper]() Recorded evaluation configuration: {"alpha":"7°","beta\_flap":"15°","QoI":"Cm"}. This record does not assert independent reproduction. ### Distribution Mass Coverage \[L, U\]: 94.9. Result ID: 6a4363a6fbc373592c92b08b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"2°","beta\_flap":"2°","QoI":"Cl"}. This record does not assert independent reproduction. ### Distribution Mass Coverage \[L, U\]: 94.9. Result ID: 6a4363a6fbc373592c92b08e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"2°","beta\_flap":"2°","QoI":"Cd"}. This record does not assert independent reproduction. ### Distribution Mass Coverage \[L, U\]: 94.9. Result ID: 6a4363a6fbc373592c92b091. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"2°","beta\_flap":"2°","QoI":"Cm"}. This record does not assert independent reproduction. ### Distribution Mass Coverage \[L, U\]: 94.5. Result ID: 6a4363a6fbc373592c92b07f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"-3°","beta\_flap":"-3°","QoI":"Cm"}. This record does not assert independent reproduction. ### Distribution Mass Coverage \[L, U\]: 94.4. Result ID: 6a4363a6fbc373592c92b085. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0°","beta\_flap":"0°","QoI":"Cd"}. This record does not assert independent reproduction. ### Distribution Mass Coverage \[L, U\]: 94.3. Result ID: 6a4363a6fbc373592c92b07c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"-3°","beta\_flap":"-3°","QoI":"Cd"}. This record does not assert independent reproduction. ### Distribution Mass Coverage \[L, U\]: 94.2. Result ID: 6a4363a6fbc373592c92b079. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"-3°","beta\_flap":"-3°","QoI":"Cl"}. This record does not assert independent reproduction. ### First-moment Mass Coverage \[L, U\]: 73.3. Result ID: 6a4363a6fbc373592c92b078. [Reporting paper]() Recorded evaluation configuration: {"alpha":"-3°","beta\_flap":"-3°","QoI":"Cl"}. This record does not assert independent reproduction. ### First-moment Mass Coverage \[L, U\]: 63. Result ID: 6a4363a6fbc373592c92b08a. [Reporting paper]() Recorded evaluation configuration: {"alpha":"2°","beta\_flap":"2°","QoI":"Cl"}. This record does not assert independent reproduction. ### First-moment Mass Coverage \[L, U\]: 38.2. Result ID: 6a4363a6fbc373592c92b081. [Reporting paper]() Recorded evaluation configuration: {"alpha":"0°","beta\_flap":"0°","QoI":"Cl"}. This record does not assert independent reproduction. ### First-moment Mass Coverage \[L, U\]: 27.4. Result ID: 6a4363a6fbc373592c92b093. [Reporting paper]() Recorded evaluation configuration: {"alpha":"7°","beta\_flap":"15°","QoI":"Cl"}. This record does not assert independent reproduction. ### First-moment Mass Coverage \[L, U\]: 11. Result ID: 6a4363a6fbc373592c92b096. [Reporting paper]() Recorded evaluation configuration: {"alpha":"7°","beta\_flap":"15°","QoI":"Cd"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.