# Uncertainty Calibration on CIFAR-10.1 C Source: [Uncertainty Calibration on CIFAR-10.1 C]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:21.325Z Evaluation of model uncertainty calibration performance on the CIFAR-10.1 C dataset, typically measured using Expected Calibration Error (ECE). 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 | Uncertainty Calibration | | Dataset (including any stated split) | CIFAR-10.1 C | | Metric | ECE | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 27 of 27 | | 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 - [ECE](): Lower is better; unit: PERCENT. ## Recorded results | Method | ECE | Result date | Report paper | | --- | --- | --- | --- | | Knowledge-Transferring-based Temperature Scaling | 29.98 | Not recorded | 68fa6f071e209131cea43629 | | ETS | 31.07 | Not recorded | 68fa6f071e209131cea43629 | | GPC | 31.37 | Not recorded | 68fa6f071e209131cea43629 | | IROVA | 31.94 | Not recorded | 68fa6f071e209131cea43629 | | TS-IR | 32.11 | Not recorded | 68fa6f071e209131cea43629 | | IR | 32.29 | Not recorded | 68fa6f071e209131cea43629 | | TS | 32.77 | Not recorded | 68fa6f071e209131cea43629 | | Knowledge-Transferring-based Temperature Scaling | 33.09 | Not recorded | 68fa6f071e209131cea43629 | | SBC | 33.16 | Not recorded | 68fa6f071e209131cea43629 | | TS | 38.66 | Not recorded | 68fa6f071e209131cea43629 | | SBC | 38.94 | Not recorded | 68fa6f071e209131cea43629 | | GPC | 39.39 | Not recorded | 68fa6f071e209131cea43629 | | Knowledge-Transferring-based Temperature Scaling | 39.58 | Not recorded | 68fa6f071e209131cea43629 | | ETS | 39.9 | Not recorded | 68fa6f071e209131cea43629 | | TS-IR | 40.16 | Not recorded | 68fa6f071e209131cea43629 | | IROVA | 40.76 | Not recorded | 68fa6f071e209131cea43629 | | IR | 41.58 | Not recorded | 68fa6f071e209131cea43629 | | GPC | 41.98 | Not recorded | 68fa6f071e209131cea43629 | | SBC | 42.53 | Not recorded | 68fa6f071e209131cea43629 | | ETS | 43 | Not recorded | 68fa6f071e209131cea43629 | | TS | 43.01 | Not recorded | 68fa6f071e209131cea43629 | | TS-IR | 43.05 | Not recorded | 68fa6f071e209131cea43629 | | IR | 43.34 | Not recorded | 68fa6f071e209131cea43629 | | IROVA | 43.83 | Not recorded | 68fa6f071e209131cea43629 | | Base | 48.31 | Not recorded | 68fa6f071e209131cea43629 | | Base | 55.52 | Not recorded | 68fa6f071e209131cea43629 | | Base | 58.22 | Not recorded | 68fa6f071e209131cea43629 | ### Knowledge-Transferring-based Temperature Scaling ECE: 29.98. Result ID: 69907d0a3a6c31484900eae6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IF":10}. This record does not assert independent reproduction. ### ETS ECE: 31.07. Result ID: 69907d0a3a6c31484900eae0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":10}. This record does not assert independent reproduction. ### GPC ECE: 31.37. Result ID: 69907d0a3a6c31484900eae5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":10}. This record does not assert independent reproduction. ### IROVA ECE: 31.94. Result ID: 69907d0a3a6c31484900eae3. [Reporting paper]() Recorded evaluation configuration: {"IF":10}. This record does not assert independent reproduction. ### TS-IR ECE: 32.11. Result ID: 69907d0a3a6c31484900eae1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":10}. This record does not assert independent reproduction. ### IR ECE: 32.29. Result ID: 69907d0a3a6c31484900eae2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":10}. This record does not assert independent reproduction. ### TS ECE: 32.77. Result ID: 69907d0a3a6c31484900eadf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":10}. This record does not assert independent reproduction. ### Knowledge-Transferring-based Temperature Scaling ECE: 33.09. Result ID: 69907d0a3a6c31484900eadd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IF":50}. This record does not assert independent reproduction. ### SBC ECE: 33.16. Result ID: 69907d0a3a6c31484900eae4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":10}. This record does not assert independent reproduction. ### TS ECE: 38.66. Result ID: 69907d0a3a6c31484900ead6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":50}. This record does not assert independent reproduction. ### SBC ECE: 38.94. Result ID: 69907d0a3a6c31484900eadb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":50}. This record does not assert independent reproduction. ### GPC ECE: 39.39. Result ID: 69907d0a3a6c31484900eadc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":50}. This record does not assert independent reproduction. ### Knowledge-Transferring-based Temperature Scaling ECE: 39.58. Result ID: 69907d0a3a6c31484900ead4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"IF":100}. This record does not assert independent reproduction. ### ETS ECE: 39.9. Result ID: 69907d0a3a6c31484900ead7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":50}. This record does not assert independent reproduction. ### TS-IR ECE: 40.16. Result ID: 69907d0a3a6c31484900ead8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":50}. This record does not assert independent reproduction. ### IROVA ECE: 40.76. Result ID: 69907d0a3a6c31484900eada. [Reporting paper]() Recorded evaluation configuration: {"IF":50}. This record does not assert independent reproduction. ### IR ECE: 41.58. Result ID: 69907d0a3a6c31484900ead9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":50}. This record does not assert independent reproduction. ### GPC ECE: 41.98. Result ID: 69907d0a3a6c31484900ead3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":100}. This record does not assert independent reproduction. ### SBC ECE: 42.53. Result ID: 69907d0a3a6c31484900ead2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":100}. This record does not assert independent reproduction. ### ETS ECE: 43. Result ID: 69907d0a3a6c31484900eace. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":100}. This record does not assert independent reproduction. ### TS ECE: 43.01. Result ID: 69907d0a3a6c31484900eacd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":100}. This record does not assert independent reproduction. ### TS-IR ECE: 43.05. Result ID: 69907d0a3a6c31484900eacf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":100}. This record does not assert independent reproduction. ### IR ECE: 43.34. Result ID: 69907d0a3a6c31484900ead0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IF":100}. This record does not assert independent reproduction. ### IROVA ECE: 43.83. Result ID: 69907d0a3a6c31484900ead1. [Reporting paper]() Recorded evaluation configuration: {"IF":100}. This record does not assert independent reproduction. ### Base ECE: 48.31. Result ID: 69907d0a3a6c31484900eade. [Reporting paper]() Recorded evaluation configuration: {"IF":10}. This record does not assert independent reproduction. ### Base ECE: 55.52. Result ID: 69907d0a3a6c31484900ead5. [Reporting paper]() Recorded evaluation configuration: {"IF":50}. This record does not assert independent reproduction. ### Base ECE: 58.22. Result ID: 69907d0a3a6c31484900eacc. [Reporting paper]() Recorded evaluation configuration: {"IF":100}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.