# Conformal Prediction on 5-class synthetic data Marginal Source: [Conformal Prediction on 5-class synthetic data Marginal]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:01:15.154Z Evaluation of Conformal Prediction performance on the specific '5-class synthetic data Marginal' dataset configuration, focusing on marginal metrics like Coverage and Average Set Size. 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) | 5-class synthetic data Marginal | | Metric | Coverage | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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. - [Average Set Size](): Lower is better; unit: SCALAR. ## Recorded results | Method | Coverage | Result date | Report paper | | --- | --- | --- | --- | | ACP-AEC | 92.3 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-AEC | 92.2 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-ACC | 92 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-ACC | 92 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-ACC | 91.9 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-ACC | 91.8 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-ACC | 91.7 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-AEC | 91.4 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-MC | 90.3 | Not recorded | 6a30d896d33dfb23e783cc51 | | AdaTS | 90.3 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-AEC | 90.2 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-AEC | 90.2 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-MC | 90.2 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-MC | 90.1 | Not recorded | 6a30d896d33dfb23e783cc51 | | Retrain | 90.1 | Not recorded | 6a30d896d33dfb23e783cc51 | | Retrain | 90.1 | Not recorded | 6a30d896d33dfb23e783cc51 | | AdaTS | 90 | Not recorded | 6a30d896d33dfb23e783cc51 | | Standard | 90 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-MC | 90 | Not recorded | 6a30d896d33dfb23e783cc51 | | AdaTS | 89.9 | Not recorded | 6a30d896d33dfb23e783cc51 | | Standard | 89.9 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-MC | 89.8 | Not recorded | 6a30d896d33dfb23e783cc51 | | AdaTS | 89.8 | Not recorded | 6a30d896d33dfb23e783cc51 | | Standard | 89.7 | Not recorded | 6a30d896d33dfb23e783cc51 | | Standard | 89.7 | Not recorded | 6a30d896d33dfb23e783cc51 | | AdaTS | 89.6 | Not recorded | 6a30d896d33dfb23e783cc51 | | Retrain | 89.5 | Not recorded | 6a30d896d33dfb23e783cc51 | | Standard | 89.4 | Not recorded | 6a30d896d33dfb23e783cc51 | | Retrain | 89.4 | Not recorded | 6a30d896d33dfb23e783cc51 | | Retrain | 88.8 | Not recorded | 6a30d896d33dfb23e783cc51 | ### ACP-AEC Coverage: 92.3. Result ID: 6a30f4b7fbc373592c2ca1cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"2000"}. This record does not assert independent reproduction. ### ACP-AEC Coverage: 92.2. Result ID: 6a30f4b7fbc373592c2ca1d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"5000"}. This record does not assert independent reproduction. ### ACP-ACC Coverage: 92. Result ID: 6a30f4b7fbc373592c2ca1cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"2000"}. This record does not assert independent reproduction. ### ACP-ACC Coverage: 92. Result ID: 6a30f4b7fbc373592c2ca1d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"5000"}. This record does not assert independent reproduction. ### ACP-ACC Coverage: 91.9. Result ID: 6a30f4b7fbc373592c2ca1bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"500"}. This record does not assert independent reproduction. ### ACP-ACC Coverage: 91.8. Result ID: 6a30f4b7fbc373592c2ca1c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"1000"}. This record does not assert independent reproduction. ### ACP-ACC Coverage: 91.7. Result ID: 6a30f4b7fbc373592c2ca1b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"200"}. This record does not assert independent reproduction. ### ACP-AEC Coverage: 91.4. Result ID: 6a30f4b7fbc373592c2ca1c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"1000"}. This record does not assert independent reproduction. ### ACP-MC Coverage: 90.3. Result ID: 6a30f4b7fbc373592c2ca1bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"200"}. This record does not assert independent reproduction. ### AdaTS Coverage: 90.3. Result ID: 6a30f4b7fbc373592c2ca1bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"200"}. This record does not assert independent reproduction. ### ACP-AEC Coverage: 90.2. Result ID: 6a30f4b7fbc373592c2ca1ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"200"}. This record does not assert independent reproduction. ### ACP-AEC Coverage: 90.2. Result ID: 6a30f4b7fbc373592c2ca1c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"500"}. This record does not assert independent reproduction. ### ACP-MC Coverage: 90.2. Result ID: 6a30f4b7fbc373592c2ca1cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"2000"}. This record does not assert independent reproduction. ### ACP-MC Coverage: 90.1. Result ID: 6a30f4b7fbc373592c2ca1c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"1000"}. This record does not assert independent reproduction. ### Retrain Coverage: 90.1. Result ID: 6a30f4b7fbc373592c2ca1cf. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"2000"}. This record does not assert independent reproduction. ### Retrain Coverage: 90.1. Result ID: 6a30f4b7fbc373592c2ca1d5. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"5000"}. This record does not assert independent reproduction. ### AdaTS Coverage: 90. Result ID: 6a30f4b7fbc373592c2ca1ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"2000"}. This record does not assert independent reproduction. ### Standard Coverage: 90. Result ID: 6a30f4b7fbc373592c2ca1d0. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"2000"}. This record does not assert independent reproduction. ### ACP-MC Coverage: 90. Result ID: 6a30f4b7fbc373592c2ca1d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"5000"}. This record does not assert independent reproduction. ### AdaTS Coverage: 89.9. Result ID: 6a30f4b7fbc373592c2ca1c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"500"}. This record does not assert independent reproduction. ### Standard Coverage: 89.9. Result ID: 6a30f4b7fbc373592c2ca1d6. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"5000"}. This record does not assert independent reproduction. ### ACP-MC Coverage: 89.8. Result ID: 6a30f4b7fbc373592c2ca1c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"500"}. This record does not assert independent reproduction. ### AdaTS Coverage: 89.8. Result ID: 6a30f4b7fbc373592c2ca1d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"5000"}. This record does not assert independent reproduction. ### Standard Coverage: 89.7. Result ID: 6a30f4b7fbc373592c2ca1c4. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"500"}. This record does not assert independent reproduction. ### Standard Coverage: 89.7. Result ID: 6a30f4b7fbc373592c2ca1ca. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"1000"}. This record does not assert independent reproduction. ### AdaTS Coverage: 89.6. Result ID: 6a30f4b7fbc373592c2ca1c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"1000"}. This record does not assert independent reproduction. ### Retrain Coverage: 89.5. Result ID: 6a30f4b7fbc373592c2ca1c9. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"1000"}. This record does not assert independent reproduction. ### Standard Coverage: 89.4. Result ID: 6a30f4b7fbc373592c2ca1be. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"200"}. This record does not assert independent reproduction. ### Retrain Coverage: 89.4. Result ID: 6a30f4b7fbc373592c2ca1c3. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"500"}. This record does not assert independent reproduction. ### Retrain Coverage: 88.8. Result ID: 6a30f4b7fbc373592c2ca1bd. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"200"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.