Paper Citation Record · LEDGER

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation

As of 19 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 2 inbound Pith citation observations for arXiv:2511.21607.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2511.21607 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T20:00:54.507222Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-11T04:57:26.326143Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-11T16:21:07.155276Z

Reference resolution

46 of 46 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3245057a-ae22-494a-a43d-6e26db4aed12 · outbound

This paper cites A review of hot deck imputation for survey non-response,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation A review of hot deck imputation for survey non-response,

Reference 1

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Observation 1ec15b36-84c1-4a74-b715-915c5ca4f26d · outbound

This paper cites Maximum likelihood from incomplete data via the em algorithm,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Maximum likelihood from incomplete data via the em algorithm,

Reference 2

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Observation 42397219-355a-4dea-a8e6-5dcb161af49c · outbound

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Unresolved cited work

Reference 3

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Observation 2297af94-0de4-4fcd-a053-cfb0984fb2fd · outbound

This paper cites an unresolved cited work.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Unresolved cited work

Reference 4

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Observation 8546f21e-af73-4235-95eb-e3f89b07371d · outbound

This paper cites Probabilistic principal component analysis,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Probabilistic principal component analysis,

Reference 5

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Observation eacd2472-e7af-44c5-a774-3cdc7c280c8e · outbound

This paper cites A bayesian missing value estimation method for gene expres- sion profile data,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation A bayesian missing value estimation method for gene expres- sion profile data,

Reference 6

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Observation bef09095-7740-4241-a898-478d686eafbe · outbound

This paper cites Missing value estimation methods for dna microarrays,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Missing value estimation methods for dna microarrays,

Reference 7

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Observation 80aa8bea-b52c-4cd5-804b-929aa8a86149 · outbound

This paper cites A study ofk-nearest neighbour as an imputation method,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation A study ofk-nearest neighbour as an imputation method,

Reference 8

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Observation 13fd912e-4754-4d29-88ab-058ade2ddf9a · outbound

This paper cites Mice: Multivariate impu- tation by chained equations in r,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Mice: Multivariate impu- tation by chained equations in r,

Reference 9

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This paper cites Missforest—non-parametric missing value imputation for mixed-type data,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Missforest—non-parametric missing value imputation for mixed-type data,

Reference 10

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This paper cites Exact matrix completion via convex optimization,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Exact matrix completion via convex optimization,

Reference 11

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Observation 59241056-c827-4561-b828-1149c5721eb9 · outbound

This paper cites Spectral regularization algorithms for learning large incomplete matrices,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Spectral regularization algorithms for learning large incomplete matrices,

Reference 12

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Observation 448ffa38-0846-45b1-b8bd-7d281bc1073c · outbound

This paper cites Matrix factorization techniques for recommender systems,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Matrix factorization techniques for recommender systems,

Reference 13

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Observation ba6d5799-8caf-48c1-b0e3-e24b9780620f · outbound

This paper cites Sinkhorn distances: Lightspeed computation of optimal transport,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Sinkhorn distances: Lightspeed computation of optimal transport,

Reference 14

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Observation 0b65a5b7-dfff-4aaf-a38b-d95985493b33 · outbound

This paper cites Mida: Multiple imputation using denoising autoencoders,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Mida: Multiple imputation using denoising autoencoders,

Reference 15

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Observation a6f744b0-1dd9-4438-929c-113fb9ed32d6 · outbound

This paper cites Variational autoencoder with arbitrary conditioning,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Variational autoencoder with arbitrary conditioning,

Reference 16

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Observation 40120952-9090-4d4b-ae80-4961bfa9db9f · outbound

This paper cites Miwae: Deep generative modelling and imputation of incomplete data sets,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Miwae: Deep generative modelling and imputation of incomplete data sets,

Reference 17

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Observation 757e3b58-9b26-42e2-a774-56bc4e1e6f87 · outbound

This paper cites Gain: Missing data imputation using generative adversarial nets,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Gain: Missing data imputation using generative adversarial nets,

Reference 18

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Observation d6e86b64-22ed-41ce-9b90-74cddcc075da · outbound

This paper cites Csdi: Conditional score- based diffusion models for probabilistic time series imputation,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Csdi: Conditional score- based diffusion models for probabilistic time series imputation,

Reference 19

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Observation 1c5b32ed-b8f8-4b79-9774-3cbd6d377c0a · outbound

This paper cites Tabddpm: Modelling tabular data with diffusion models,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Tabddpm: Modelling tabular data with diffusion models,

Reference 20

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Observation 80c3fb8d-f78e-44c6-bcfa-ae499df7b216 · outbound

This paper cites Aleatoric and epistemic uncertainty in machine learning: An introduction to concepts and methods,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Aleatoric and epistemic uncertainty in machine learning: An introduction to concepts and methods,

Reference 21

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Quan- tifying aleatoric and epistemic uncertainty in machine learning: Are conditional entropy and mutual information appropriate measures?,

Reference 22

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Rethinking aleatoric and epistemic uncertainty,

Reference 23

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Observation d3038b0b-123d-4012-9dcb-066d949c557f · outbound

This paper cites Characterizing uncertainty in machine learning for chemistry,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Characterizing uncertainty in machine learning for chemistry,

Reference 24

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Observation 3b5e18b1-ade4-4930-8013-6d54a937a3a2 · outbound

This paper cites van Buuren,Flexible Imputation of Missing Data.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation van Buuren,Flexible Imputation of Missing Data

Reference 25

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Efron and R

Reference 26

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Dropout as a bayesian approximation: Representing model uncertainty in deep learning,

Reference 27

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This paper cites A gentle introduction to conformal prediction and distribution-free uncertainty quantification,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation A gentle introduction to conformal prediction and distribution-free uncertainty quantification,

Reference 28

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Strictly proper scoring rules, prediction, and estimation,

Reference 29

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Inference and missing data,

Reference 30

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Missing data imputation using optimal transport,

Reference 31

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Unresolved cited work

Reference 32

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Observation 50c59cc1-2213-4f83-b3ce-a518cf562f31 · outbound

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Casella and R

Reference 33

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Gelman, J

Reference 34

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This paper cites An uncertainty-aware imputation framework for alleviating the sparsity problem in collaborative filtering,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation An uncertainty-aware imputation framework for alleviating the sparsity problem in collaborative filtering,

Reference 35

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Leveraging variational autoencoders for multiple data imputation,

Reference 36

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Missing data imputation with uncertainty-driven network,

Reference 37

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Observation 88c6dc88-fd7b-41c0-8de5-d83569047a7b · outbound

This paper cites Uncertainty-aware variational- recurrent imputation network for clinical time series,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Uncertainty-aware variational- recurrent imputation network for clinical time series,

Reference 38

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation About the effects of data imputation techniques on ml uncertainty.,

Reference 39

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Threshold-independent fair matching through score calibration,

Reference 40

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This paper cites Otclean: Data cleaning for conditional independence violations using optimal transport,.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Otclean: Data cleaning for conditional independence violations using optimal transport,

Reference 41

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Currentclean: Interactive change exploration and cleaning of stale data,

Reference 42

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Currentclean: Spatio-temporal cleaning of stale data,

Reference 43

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Importance weighted autoencoders,

Reference 44

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Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Diffusion models for missing value imputation in tabular data,

Reference 45

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Observation a5385a83-cc6b-4735-a84e-6523555a9670 · outbound

This paper cites Imputation uncertainty.

Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation Imputation uncertainty

Reference 46

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Pith citing papers

Observation fa821d79-de33-4b4a-9d1d-ee3b1769e6e6 · inbound

Missingness-aware Data Imputation via AI-powered Bayesian Generative Modeling cites this paper.

Missingness-aware Data Imputation via AI-powered Bayesian Generative Modeling Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation

Reference 4

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Observation 7c2757f7-3f03-4e41-ad7d-512d2da47819 · inbound

SafeImpute: Reliable Clinical Data Imputation via Conformal Selection cites this paper.

SafeImpute: Reliable Clinical Data Imputation via Conformal Selection Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation

Reference 27

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