mlsanityData to 7 Oct 2026

Conformal prediction with localization

arXiv 1908.08558 ↗First posted 22 Aug 2019math.ST stat.ME stat.THcited by 22

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Abstract (arXiv)

We propose a new method called localized conformal prediction, where we can perform conformal inference using only a local region around a new test sample to construct its confidence interval. Localized conformal inference is a natural extension to conformal inference. It generalizes the method of conformal prediction to the case where we can break the data exchangeability, so as to give the test sample a special role. To our knowledge, this is the first work that introduces such a localization to the framework of conformal prediction. We prove that our proposal can also have assumption-free and finite sample coverage guarantees, and we compare the behaviors of localized conformal prediction and conformal prediction in simulations.

Key facts. Cited by 22 papers in the map (data through 7 Oct 2026). First posted on arXiv 22 Aug 2019.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 9; 2022: 5; 2023: 4; 2024: 1; 2025: 2; 2026: 1.

22 papers.

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  1. 2021A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantificationcited by 777
  2. 2022Conformal Risk Controlcited by 290
  3. 2021Distribution-Free, Risk-Controlling Prediction Setscited by 278
  4. 2021Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Controlcited by 256
  5. 2021Conformalized Survival Analysiscited by 53
  6. 2021Conformal Uncertainty Sets for Robust Optimizationcited by 49
  7. 2021Calibrated Multiple-Output Quantile Regression with Representation Learningcited by 49
  8. 2022Predictive Inference with Feature Conformal Predictioncited by 33
  9. 2022Efficient and Differentiable Conformal Prediction with General Function Classescited by 25
  10. 2023Probabilistically robust conformal predictioncited by 25
  11. 2021Locally Valid and Discriminative Prediction Intervals for Deep Learning Modelscited by 24
  12. 2022Split Localized Conformal Predictioncited by 20
10 more
  1. 2021Private Prediction Setscited by 16
  2. 2023Improving Uncertainty Quantification of Deep Classifiers via Neighborhood Conformal Prediction: Novel Algorithm and Theoretical Analysiscited by 16
  3. 2025PCS-UQ: Uncertainty Quantification via the Predictability-Computability-Stability Frameworkcited by 9
  4. 2023Conformalized Unconditional Quantile Regressioncited by 8
  5. 2023Adaptive Conformal Regression with Jackknife+ Rescaled Scorescited by 8
  6. 2021MD-split+: Practical Local Conformal Inference in High Dimensionscited by 5
  7. 2022Distribution-Free Finite-Sample Guarantees and Split Conformal Predictioncited by 4
  8. 2026Adaptive Conformal Anomaly Detection with Time Series Foundation Models for Signal Monitoringcited by 3
  9. 2024Robust Bayesian Optimization via Localized Online Conformal Predictioncited by 1
  10. 2025Improving Coverage in Combined Prediction Sets with Weighted p-valuescited by 0