mlsanityData to 14 Oct 2026

Enhancing Conformal Prediction Using E-Test Statistics

arXiv 2403.19082 ↗First posted 28 Mar 2024cs.LG cs.AI math.STcited by 19

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Abstract (arXiv)

Conformal Prediction (CP) serves as a robust framework that quantifies uncertainty in predictions made by Machine Learning (ML) models. Unlike traditional point predictors, CP generates statistically valid prediction regions, also known as prediction intervals, based on the assumption of data exchangeability. Typically, the construction of conformal predictions hinges on p-values. This paper, however, ventures down an alternative path, harnessing the power of e-test statistics to augment the efficacy of conformal predictions by introducing a BB-predictor (bounded from the below predictor).

Key facts. Cited by 19 papers in the map (data through 14 Oct 2026). Builds on 2 of its 4 references that are in the map. First posted on arXiv 28 Mar 2024.

Builds on

2 of 4 references.

References · 2

  1. 2020Conformal Prediction: a Unified Review of Theory and New Challengescited by 118
  2. 2019Safe Testingcited by 101

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 11; 2026: 8.

19 papers.

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  1. 2025E-Values Expand the Scope of Conformal Predictioncited by 26
  2. 2025Backward Conformal Predictioncited by 14
  3. 2026Conformal Selective Prediction with General Risk Controlcited by 12
  4. 2025Adaptive Coverage Policies in Conformal Predictioncited by 5
  5. 2025Calibrating Decision Robustness via Inverse Conformal Risk Controlcited by 4
  6. 2025Symmetric Aggregation of Conformity Scores for Efficient Uncertainty Setscited by 4
  7. 2025Conformalized Decision Risk Assessmentcited by 3
  8. 2025Fuzzy Prediction Sets: Conformal Prediction with E-valuescited by 3
  9. 2025E-Scores for (In)Correctness Assessment of Generative Model Outputscited by 2
  10. 2025When Can We Reuse a Calibration Set for Multiple Conformal Predictions?cited by 1
  11. 2025Conformal Prediction for Privacy-Preserving Machine Learningcited by 1
  12. 2025Differentially Private E-Valuescited by 1
7 more
  1. 2026Improving Backward Conformal Prediction via Non-Conformity Score Transformationcited by 1
  2. 2026Elements of Conformal Predictioncited by 1
  3. 2026Beyond Fixed False Discovery Rates: Post-Hoc Conformal Selection with E-Variablescited by 1
  4. 2026Concise and Logically Consistent Conformal Sets for Neuro-Symbolic Concept-Based Modelscited by 1
  5. 2026Set-Preserving Calibration from Conformal P-Values to E-Valuescited by 0
  6. 2026SLICE: Sequential Likelihood-Free Inference via Conformal E-Valuescited by 0
  7. 2026Backward Conformal Prediction under Covariate Shiftcited by 0