mlsanityData to 14 Oct 2026

Stacked conformal prediction

arXiv 2505.12578 ↗First posted 18 May 2025stat.ML cs.LGcited by 2

Not on the map. Why?

Abstract (arXiv)

We consider a method for conformalizing a stacked ensemble of predictive models, showing that the potentially simple form of the meta-learner at the top of the stack enables a procedure with manageable computational cost that achieves approximate marginal validity without requiring the use of a separate calibration sample. Empirical results indicate that the method compares favorably to a standard inductive alternative.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 5 of its 20 references that are in the map. First posted on arXiv 18 May 2025.

Builds on

5 of 20 references.

References · 5

  1. 2016Distribution-Free Predictive Inference For Regressioncited by 668
  2. 2019Conformalized Quantile Regressioncited by 629
  3. 2019Predictive inference with the jackknife+cited by 211
  4. 2019Nested conformal prediction and quantile out-of-bag ensemble methodscited by 89
  5. 2023Universal distribution of the empirical coverage in split conformal predictioncited by 15

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 2.

2 papers.