# Conformal Prediction on Camelyon17 Marginal (test) Source: [Conformal Prediction on Camelyon17 Marginal (test)]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:01:15.427Z Evaluation of Conformal Prediction methods on the test split of the Camelyon17 Marginal dataset, focusing on marginal coverage guarantees and prediction 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) | Camelyon17 Marginal (test) | | 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. - [Prediction Set Size](): Lower is better; unit: SCALAR. ## Recorded results | Method | Coverage | Result date | Report paper | | --- | --- | --- | --- | | ACP-ACC | 91.2 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-ACC | 91.1 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-ACC | 90.9 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-MC | 90.7 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-AEC | 90.5 | Not recorded | 6a30d896d33dfb23e783cc51 | | Retrain | 90.2 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-ACC | 90.2 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-AEC | 90.2 | Not recorded | 6a30d896d33dfb23e783cc51 | | Retrain | 90.2 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-MC | 90.1 | Not recorded | 6a30d896d33dfb23e783cc51 | | Retrain | 90.1 | Not recorded | 6a30d896d33dfb23e783cc51 | | Standard | 90.1 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-ACC | 90.1 | Not recorded | 6a30d896d33dfb23e783cc51 | | AdaTS | 90.1 | Not recorded | 6a30d896d33dfb23e783cc51 | | Standard | 90.1 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-AEC | 90 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-MC | 90 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-AEC | 90 | Not recorded | 6a30d896d33dfb23e783cc51 | | AdaTS | 90 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-MC | 90 | Not recorded | 6a30d896d33dfb23e783cc51 | | Standard | 90 | Not recorded | 6a30d896d33dfb23e783cc51 | | AdaTS | 90 | Not recorded | 6a30d896d33dfb23e783cc51 | | AdaTS | 89.9 | Not recorded | 6a30d896d33dfb23e783cc51 | | Retrain | 89.9 | Not recorded | 6a30d896d33dfb23e783cc51 | | Retrain | 89.9 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-AEC | 89.9 | Not recorded | 6a30d896d33dfb23e783cc51 | | ACP-MC | 89.9 | Not recorded | 6a30d896d33dfb23e783cc51 | | AdaTS | 89.7 | Not recorded | 6a30d896d33dfb23e783cc51 | | Standard | 89.7 | Not recorded | 6a30d896d33dfb23e783cc51 | | Standard | 89.3 | Not recorded | 6a30d896d33dfb23e783cc51 | ### ACP-ACC Coverage: 91.2. Result ID: 6a30f4b7fbc373592c2ca2b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"200"}. This record does not assert independent reproduction. ### ACP-ACC Coverage: 91.1. Result ID: 6a30f4b7fbc373592c2ca2be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"300"}. This record does not assert independent reproduction. ### ACP-ACC Coverage: 90.9. Result ID: 6a30f4b7fbc373592c2ca2c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"500"}. This record does not assert independent reproduction. ### ACP-MC Coverage: 90.7. Result ID: 6a30f4b7fbc373592c2ca2c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"300"}. This record does not assert independent reproduction. ### ACP-AEC Coverage: 90.5. Result ID: 6a30f4b7fbc373592c2ca2bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"300"}. This record does not assert independent reproduction. ### Retrain Coverage: 90.2. Result ID: 6a30f4b7fbc373592c2ca2ce. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"1000"}. This record does not assert independent reproduction. ### ACP-ACC Coverage: 90.2. Result ID: 6a30f4b7fbc373592c2ca2d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"2000"}. This record does not assert independent reproduction. ### ACP-AEC Coverage: 90.2. Result ID: 6a30f4b7fbc373592c2ca2d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"2000"}. This record does not assert independent reproduction. ### Retrain Coverage: 90.2. Result ID: 6a30f4b7fbc373592c2ca2d4. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"2000"}. This record does not assert independent reproduction. ### ACP-MC Coverage: 90.1. Result ID: 6a30f4b7fbc373592c2ca2c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"500"}. This record does not assert independent reproduction. ### Retrain Coverage: 90.1. Result ID: 6a30f4b7fbc373592c2ca2c8. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"500"}. This record does not assert independent reproduction. ### Standard Coverage: 90.1. Result ID: 6a30f4b7fbc373592c2ca2c9. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"500"}. This record does not assert independent reproduction. ### ACP-ACC Coverage: 90.1. Result ID: 6a30f4b7fbc373592c2ca2ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"1000"}. This record does not assert independent reproduction. ### AdaTS Coverage: 90.1. Result ID: 6a30f4b7fbc373592c2ca2cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"1000"}. This record does not assert independent reproduction. ### Standard Coverage: 90.1. Result ID: 6a30f4b7fbc373592c2ca2d5. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"2000"}. This record does not assert independent reproduction. ### ACP-AEC Coverage: 90. Result ID: 6a30f4b7fbc373592c2ca2b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"200"}. This record does not assert independent reproduction. ### ACP-MC Coverage: 90. Result ID: 6a30f4b7fbc373592c2ca2ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"200"}. This record does not assert independent reproduction. ### ACP-AEC Coverage: 90. Result ID: 6a30f4b7fbc373592c2ca2c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"500"}. This record does not assert independent reproduction. ### AdaTS Coverage: 90. Result ID: 6a30f4b7fbc373592c2ca2c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"500"}. This record does not assert independent reproduction. ### ACP-MC Coverage: 90. Result ID: 6a30f4b7fbc373592c2ca2cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"1000"}. This record does not assert independent reproduction. ### Standard Coverage: 90. Result ID: 6a30f4b7fbc373592c2ca2cf. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"1000"}. This record does not assert independent reproduction. ### AdaTS Coverage: 90. Result ID: 6a30f4b7fbc373592c2ca2d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"2000"}. This record does not assert independent reproduction. ### AdaTS Coverage: 89.9. Result ID: 6a30f4b7fbc373592c2ca2bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"200"}. This record does not assert independent reproduction. ### Retrain Coverage: 89.9. Result ID: 6a30f4b7fbc373592c2ca2bc. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"200"}. This record does not assert independent reproduction. ### Retrain Coverage: 89.9. Result ID: 6a30f4b7fbc373592c2ca2c2. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"300"}. This record does not assert independent reproduction. ### ACP-AEC Coverage: 89.9. Result ID: 6a30f4b7fbc373592c2ca2cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"1000"}. This record does not assert independent reproduction. ### ACP-MC Coverage: 89.9. Result ID: 6a30f4b7fbc373592c2ca2d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"2000"}. This record does not assert independent reproduction. ### AdaTS Coverage: 89.7. Result ID: 6a30f4b7fbc373592c2ca2c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"300"}. This record does not assert independent reproduction. ### Standard Coverage: 89.7. Result ID: 6a30f4b7fbc373592c2ca2c3. [Reporting paper]() Recorded evaluation configuration: {"Number of Calibration Samples":"300"}. This record does not assert independent reproduction. ### Standard Coverage: 89.3. Result ID: 6a30f4b7fbc373592c2ca2bd. [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.