Paper Citation Record · LEDGER

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation

As of 7 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2607.03675.

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pith.paper-citation-record.v1
2607.03675 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-12T00:46:20.409088Z

measured 41 of 41 standing notices

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Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

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Reference resolution

41 of 41 outbound references displayed

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Outbound references

Observation 74f6c585-109b-420f-8092-2317a642edae · outbound

This paper cites ingredients.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation ingredients

Reference 1

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Observation 52bb8b43-0a18-4972-91c5-01fc2f1308ca · outbound

This paper cites Data shapley: Equitable valuation of data for machine learning.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Data shapley: Equitable valuation of data for machine learning

Reference 2

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Observation 22f3997c-d301-4ba5-bc68-9df872d76bc0 · outbound

This paper cites Collaborative machine learning with incentive-aware model rewards.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Collaborative machine learning with incentive-aware model rewards

Reference 3

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Observation d91e1a80-93db-4764-ac45-f279d7fd4cfa · outbound

This paper cites A marketplace for data: An algorithmic solution.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation A marketplace for data: An algorithmic solution

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation eb87f131-be8d-4d9d-871f-602ecda26232 · outbound

This paper cites an unresolved cited work.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation ec824155-12a2-43c6-918f-cd18cdbb4704 · outbound

This paper cites Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation f39e2d3b-8acf-4f0d-8465-e2d4806c5a5b · outbound

This paper cites Cs-shapley: class-wise shapley values for data valuation in classification.Advances in Neural Information Processing Systems, 35:34574–34585, 2022.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Cs-shapley: class-wise shapley values for data valuation in classification.Advances in Neural Information Processing Systems, 35:34574–34585, 2022

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation d958865c-ce15-4b89-927c-c2d5e4454b2e · outbound

This paper cites A principled approach to data valuation for federated learning.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation A principled approach to data valuation for federated learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation 40f9b3e4-6baf-41be-9d9d-986987afec64 · outbound

This paper cites Data Valuation for Vertical Federated Learning: A Model-free and Privacy-preserving Method.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Data Valuation for Vertical Federated Learning: A Model-free and Privacy-preserving Method

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation a2ca3bab-ccf4-4c70-823b-3ea00c6ab8b9 · outbound

This paper cites Data shapley valuation for efficient batch active learning.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Data shapley valuation for efficient batch active learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation 01e85189-273c-4153-8897-f59187e9daa6 · outbound

This paper cites A Note on "Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms".

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation A Note on "Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms"

Reference 11

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Observation 684dd060-843c-4f41-a35e-9643b8801ba2 · outbound

This paper cites Threshold knn-shapley: A linear- time and privacy-friendly approach to data valuation.Conference on Neural Information Processing Systems, 2023.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Threshold knn-shapley: A linear- time and privacy-friendly approach to data valuation.Conference on Neural Information Processing Systems, 2023

Reference 12

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Observation a8a0366d-21f8-4952-b38e-eba5b6aa4cb1 · outbound

This paper cites On the Inflation of KNN-Shapley Value.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation On the Inflation of KNN-Shapley Value

Reference 13

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Observation 45f7d9bd-949e-4bce-9217-19becb0aefa4 · outbound

This paper cites Optimizing Data Shapley Interaction Calculation from O(2^n) to O(t n^2) for KNN models.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Optimizing Data Shapley Interaction Calculation from O(2^n) to O(t n^2) for KNN models

Reference 14

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Observation 8bba2cd8-46e1-45a1-9a3b-e7c85965c1a9 · outbound

This paper cites Explanations for data repair through shapley values.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Explanations for data repair through shapley values

Reference 15

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Observation d486fb0d-f47e-45b8-bff1-2e335dd5d628 · outbound

This paper cites A distributional framework for data valuation.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation A distributional framework for data valuation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation f29693ce-e321-4e3d-97b2-dabd78dfe2f4 · outbound

This paper cites Towards efficient data valuation based on the shapley value.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Towards efficient data valuation based on the shapley value

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation ecdcd368-9bb0-4dcb-bf48-b59670748642 · outbound

This paper cites Shapley-value data valuation for semi-supervised learning.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Shapley-value data valuation for semi-supervised learning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation 6770fb4c-67f0-4a6a-92b2-e7d1e18caf52 · outbound

This paper cites Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation 88353a17-d490-4815-a8e3-080eee983d77 · outbound

This paper cites A unified approach to interpreting model predictions.Advances in Neural Information Processing Systems, 2017.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation A unified approach to interpreting model predictions.Advances in Neural Information Processing Systems, 2017

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation ca6ae5f6-42d2-4b11-a7b4-067c72d9caa4 · outbound

This paper cites Improving KernelSHAP: Practical Shapley Value Estimation via Linear Regression.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Improving KernelSHAP: Practical Shapley Value Estimation via Linear Regression

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation 353195ee-a102-4a19-8290-3255bfb49cc6 · outbound

This paper cites Trustworthy machine learning for health care: scalable data valuation with the shapley value.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Trustworthy machine learning for health care: scalable data valuation with the shapley value

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation 3ec06626-1787-4bf4-a9a8-39cdacbfd42d · outbound

This paper cites Data valuation for medical imaging using shapley value and application to a large-scale chest x-ray dataset.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Data valuation for medical imaging using shapley value and application to a large-scale chest x-ray dataset

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation 40563bfd-7879-4216-ae14-5de96ab33c76 · outbound

This paper cites Data banzhaf: A robust data valuation framework for machine learning.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Data banzhaf: A robust data valuation framework for machine learning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation e1847462-2a71-4213-a84f-6469e5e5adce · outbound

This paper cites Improving Cooperative Game Theory-based Data Valuation via Data Utility Learning.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Improving Cooperative Game Theory-based Data Valuation via Data Utility Learning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation 26a8795a-adf9-4cb0-a6ca-9d2354456c66 · outbound

This paper cites Efficient sampling approaches to shapley value approximation.ACM on Management of Data, 1(1):1–24, 2023.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Efficient sampling approaches to shapley value approximation.ACM on Management of Data, 1(1):1–24, 2023

Reference 26

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Observation c267eca5-096b-45cd-b09d-ab591848376d · outbound

This paper cites Polynomial calculation of the shapley value based on sampling.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Polynomial calculation of the shapley value based on sampling

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation ce7bf4ba-efb7-4fec-a5e5-e3bb0b7194ae · outbound

This paper cites On Shapley Value in Data Assemblage Under Independent Utility.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation On Shapley Value in Data Assemblage Under Independent Utility

Reference 28

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Observation 793479b5-241e-4024-9b17-493a6728730d · outbound

This paper cites Efficient data shapley for weighted nearest neighbor algorithms.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Efficient data shapley for weighted nearest neighbor algorithms

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation 8980a8b8-c0e5-4467-92f6-63c998a3263e · outbound

This paper cites Do imagenet classifiers generalize to imagenet? InInternational Conference on Machine Learning, 2019.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Do imagenet classifiers generalize to imagenet? InInternational Conference on Machine Learning, 2019

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-12T00:46:20.409088Z

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Observation 4b20aa8f-bbd3-4ff9-b4b4-2a9cfefe8e6d · outbound

This paper cites Collaborative Machine Learning Markets with Data-Replication-Robust Payments.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Collaborative Machine Learning Markets with Data-Replication-Robust Payments

Reference 31

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Observation a4c5a17b-3cca-4d31-b7b8-365974ce9bf3 · outbound

This paper cites The comparisons of data mining techniques for the predictive accuracy of probability of default of credit card clients.Expert Systems with Applications, 36(2):2473–2480, 2009.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation The comparisons of data mining techniques for the predictive accuracy of probability of default of credit card clients.Expert Systems with Applications, 36(2):2473–2480, 2009

Reference 32

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Observation 6bb784ab-c010-482c-9202-9bae404bf1d5 · outbound

This paper cites Openml dataset: phoneme (version 1), 2014.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Openml dataset: phoneme (version 1), 2014

Reference 33

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Observation d2efcf65-3b53-406b-a19e-d717cc61cd40 · outbound

This paper cites Friedman, Richard A.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Friedman, Richard A

Reference 34

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Observation 2773a103-4421-45cc-a56e-b8d9758301b4 · outbound

This paper cites Openml dataset: 2dplanes (version 2), 2014.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Openml dataset: 2dplanes (version 2), 2014

Reference 35

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Observation dbc2ae0a-5afd-4e0c-883a-b598ce3dcce9 · outbound

This paper cites Openml dataset: pol (version 2), 2014.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Openml dataset: pol (version 2), 2014

Reference 36

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Observation 99a77783-954c-45fc-a8b0-cca2d68261ff · outbound

This paper cites Delve data repository: Computer activity dataset, 1990.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Delve data repository: Computer activity dataset, 1990

Reference 37

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Observation aa73539f-9a1a-4723-9eab-d627ac7813f4 · outbound

This paper cites Openml dataset: cpu_act (version 3), 2014.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Openml dataset: cpu_act (version 3), 2014

Reference 38

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Observation 93c65e29-adda-441b-9a1c-6ff175e4a337 · outbound

This paper cites Newsweeder: Learning to filter netnews.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Newsweeder: Learning to filter netnews

Reference 39

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Observation 9951faa5-ad56-42bc-a711-6347874d57ba · outbound

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Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Unresolved cited work

Reference 40

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Observation a75ef38f-2fd7-4040-8d2f-e081c6cec805 · outbound

This paper cites Sentence-bert: Sentence embeddings using siamese bert-networks.

Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation Sentence-bert: Sentence embeddings using siamese bert-networks

Reference 41

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