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Paper Citation Record · LEDGER

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring

As of 8 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2607.17336.

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

pith.paper-citation-record.v1
2607.17336 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T18:21:42.098707Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

30 of 30 outbound references displayed

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External citation measurements

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Outbound references

Observation f597f965-873d-4989-87dd-573655b85a2b · outbound

This paper cites A survey on concept drift adaptation.ACM Computing Surveys, 2014.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring A survey on concept drift adaptation.ACM Computing Surveys, 2014

Reference 1

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source=pdf_text observed=2026-08-01T18:21:40.750851Z digest=sha256:b07d1ee8141946b865b296f5aaefae0066365d9edd70e08d6f3a632aefa69d2d

Observation 69d20571-f4e0-4e89-a363-b1c97452d96d · outbound

This paper cites MIT Press, 2009.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring MIT Press, 2009

Reference 2

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source=pdf_text observed=2026-08-01T18:21:40.928885Z digest=sha256:ccd5dc9e4fe710e4652b50974a924cda80a47fd4064bd721f8b4c13557220ad7

Observation c45511ae-66c7-4e2a-82fb-461d9bb35542 · outbound

This paper cites Learning under concept drift: A review.IEEE Transactions on Knowledge and Data Engineering, 2018.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Learning under concept drift: A review.IEEE Transactions on Knowledge and Data Engineering, 2018

Reference 3

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source=pdf_text observed=2026-08-01T18:21:41.160403Z digest=sha256:d672e9bc1f71bbdeebaac10c8fd74c12d1f515af59a862b01eabc830f02db2c4

Observation 6fe95ff9-963d-4fa5-98b8-730c0499579f · outbound

This paper cites Failing loudly: An empirical study of methods for detecting dataset shift.NeurIPS, 2019.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Failing loudly: An empirical study of methods for detecting dataset shift.NeurIPS, 2019

Reference 4

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source=pdf_text observed=2026-08-01T18:21:41.333469Z digest=sha256:493c2aee7c3804c2a5f7b1f8d60490b8eb4298ff64ec6e4bb9bdb2d53579d3a4

Observation b181ede0-a5d3-4bb9-80a5-b69c238e9142 · outbound

This paper cites Adaptive drift detection methods for data streams.Machine Learning, 2018.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Adaptive drift detection methods for data streams.Machine Learning, 2018

Reference 5

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source=pdf_text observed=2026-08-01T18:21:41.389869Z digest=sha256:3862e6e331db04c45a628e11786f642a18e40a77ec2497fe44e28ef5a616d32f

Observation c459ee24-03dd-4525-ba29-14c3cf54af39 · outbound

This paper cites Sculley et al.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Sculley et al

Reference 6

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source=pdf_text observed=2026-08-01T18:21:41.416690Z digest=sha256:73012505cb80bf51d65d712ed4117dd275b33ad5878b9517780971062348e7c6

Observation 994cb93e-7bac-4173-bb60-ae207a630c53 · outbound

This paper cites MIT Press, 2018.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring MIT Press, 2018

Reference 7

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source=pdf_text observed=2026-08-01T18:21:41.503511Z digest=sha256:cdcc8c875a5f1a72b8d0ffd96d5764920906eb827b43cad4d58e27c5848cfc5b

Observation ac79f0a5-eaeb-4483-bf12-69d43228b159 · outbound

This paper cites Population stability index: A practical guide.Towards Data Science, 2021.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Population stability index: A practical guide.Towards Data Science, 2021

Reference 8

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source=pdf_text observed=2026-08-01T18:21:41.617124Z digest=sha256:8c3fc2423ccb737f08340ffaad6b9f07efadd8ec76bc339fe610bb8bf3ac20ba

Observation 596d8805-2a70-4d03-be90-94b8c44cfd21 · outbound

This paper cites Oxford University Press, 2015.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Oxford University Press, 2015

Reference 9

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source=pdf_text observed=2026-08-01T18:21:41.727271Z digest=sha256:c82a41cb40fc28bc09c23fe69fc88b83b3d6ebffa3de22f800594058362c69d1

Observation 827178d3-2b16-4b9c-b1f2-4ff12758d402 · outbound

This paper cites Controlling the false discovery rate.Journal of the Royal Statistical Society, 1995.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Controlling the false discovery rate.Journal of the Royal Statistical Society, 1995

Reference 10

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source=pdf_text observed=2026-08-01T18:21:41.831920Z digest=sha256:144e2c4703d2f2294fc427b2ea75009499b058af56f6d154e016c6518c14bfef

Observation 7fc88888-6c8e-4015-b626-e74b61d549fc · outbound

This paper cites Multiple comparisons among means.Journal of the American Statistical Association, 1961.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Multiple comparisons among means.Journal of the American Statistical Association, 1961

Reference 11

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source=pdf_text observed=2026-08-01T18:21:41.913131Z digest=sha256:8ddf8419173cb17c707b7d37ca01a2678c275e965494b1cda43a48add0f2dce5

Observation a8e4b608-04d5-4cb0-a694-ab1f66f762b3 · outbound

This paper cites an unresolved cited work.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Unresolved cited work

Reference 12

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source=pdf_text observed=2026-08-01T18:21:42.021885Z digest=sha256:b80cf0858fb2c414236c452d5b6188c9fb702f456db23f096c080fdb447fc375

Observation 184587ef-6e69-4a45-96aa-4f12c286d7a4 · outbound

This paper cites Lewis.An Introduction to Credit Scoring.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Lewis.An Introduction to Credit Scoring

Reference 13

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source=pdf_text observed=2026-08-01T18:21:42.052700Z digest=sha256:2c4529405dd9744403e3cba7eb1f3412c00cd73471efc5fd020188889656119a

Observation c9ae6fdb-2fa3-44b1-ab3c-36da321887b3 · outbound

This paper cites Gretton, K.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Gretton, K

Reference 14

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Observation b29d92d8-2699-44bc-869a-0d6244e59ed8 · outbound

This paper cites Cambridge University Press, 2012.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Cambridge University Press, 2012

Reference 15

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Observation 3f63178e-3516-4604-8efa-b8069f9ec0eb · outbound

This paper cites Revisiting Classifier Two-Sample Tests.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Revisiting Classifier Two-Sample Tests

Reference 16

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source=pdf_text observed=2026-08-01T18:21:42.062022Z digest=sha256:0347a83777dce84d65afcb411948c9ac321f4ee48d925d14118296e8d1f0b26c

Observation 18903f72-16b9-4e39-9521-4f7944dbed01 · outbound

This paper cites Detecting and correcting for label shift with black box predictors.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Detecting and correcting for label shift with black box predictors

Reference 17

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source=pdf_text observed=2026-08-01T18:21:42.065260Z digest=sha256:fad8e1cd08f0d93a34c411500a8e258416e0b0065180d6c93034442ab8ab070a

Observation 41c7a57c-7d28-4b5e-90ee-ad203415f27c · outbound

This paper cites A survey on concept drift adaptation.ACM Computing Surveys, 2014.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring A survey on concept drift adaptation.ACM Computing Surveys, 2014

Reference 18

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source=pdf_text observed=2026-08-01T18:21:42.067906Z digest=sha256:b54a910da931870315d83de4216039a8891a3df4a3aa8a80fd7526ab164c2be4

Observation 978cb151-cf39-4ccf-9018-72895fb674bf · outbound

This paper cites Uci machine learning repository: Adult data set.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Uci machine learning repository: Adult data set

Reference 19

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source=pdf_text observed=2026-08-01T18:21:42.070354Z digest=sha256:3dce2ecafd5c167e1dfd1e62ba2290f2731d35f185e7e6af9895985b88172e34

Observation 6128b978-309f-431d-996a-10a57db2cd08 · outbound

This paper cites Scaling up the accuracy of naive-bayes classifiers.KDD, 1996.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Scaling up the accuracy of naive-bayes classifiers.KDD, 1996

Reference 20

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Observation 25b4b7e5-da0a-4483-a49f-230e9f32fc42 · outbound

This paper cites Nikiforov.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Nikiforov

Reference 21

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Observation 86ca1c32-0058-4767-8152-6fdead007bb2 · outbound

This paper cites Learning with drift detection.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Learning with drift detection

Reference 22

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source=pdf_text observed=2026-08-01T18:21:42.078277Z digest=sha256:21d8d2ba6213c864c31882dd1b1a1e383b18e7675365853d39ebed6f672d41a8

Observation cc834a89-e743-4583-8c55-3ad54b329013 · outbound

This paper cites Model Monitoring and Robustness of In-Use Machine Learning Models: Quantifying Data Distribution Shifts Using Population Stability Index.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Model Monitoring and Robustness of In-Use Machine Learning Models: Quantifying Data Distribution Shifts Using Population Stability Index

Reference 23

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source=pdf_text observed=2026-08-01T18:21:42.080576Z digest=sha256:736f739154687fd32a7ca068d12a0c0898eedfb62a3474c1b19207f2c9bf21e2

Observation 9077f6d4-4b7c-45cd-8036-64ae74ea985e · outbound

This paper cites Statistical properties of the population stability index.Journal of Risk Model Validation, 14(4):89–100, 2018.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Statistical properties of the population stability index.Journal of Risk Model Validation, 14(4):89–100, 2018

Reference 24

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source=pdf_text observed=2026-08-01T18:21:42.083361Z digest=sha256:3ac9afc9836c065a947916225fcb94820d2d4da1de6fbe6b67979af5b05e9c6d

Observation 66cc0f66-8923-44fe-9fdb-8b7feb355756 · outbound

This paper cites Tonguz and Federico Taschin.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Tonguz and Federico Taschin

Reference 25

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source=pdf_text observed=2026-08-01T18:21:42.085709Z digest=sha256:4c787b17982b7eb70e8ee21ca905a1793366a40737c20d268090550733502a98

Observation 26a03772-ed09-4542-83ce-642dc1977a7c · outbound

This paper cites An incremental change detection test based on density difference estimation.Machine Learning (preprint), 2017.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring An incremental change detection test based on density difference estimation.Machine Learning (preprint), 2017

Reference 26

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source=pdf_text observed=2026-08-01T18:21:42.088249Z digest=sha256:c0c1c3d38ac61cd953db510a2baf9c3ac06a1579bb26ed24a43b24f641610383

Observation adf7eef4-0160-421d-ab4c-2c798708b852 · outbound

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When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Unresolved cited work

Reference 27

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source=pdf_text observed=2026-08-01T18:21:42.091087Z digest=sha256:69ed1b9cad9bd22d72c8d6732502e1fb9e29ab51a6ae1cbcab61c99889fc2092

Observation 7dfa4aaf-9fad-4ab6-9900-f74a07286af7 · outbound

This paper cites Mmd aggregated two-sample test.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Mmd aggregated two-sample test

Reference 28

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source=pdf_text observed=2026-08-01T18:21:42.093357Z digest=sha256:03a46d39b80c8cff11ff3ec2d0ab78a093fd5f939bcfb3405f920867ca028a58

Observation 87956836-94e4-421a-8b1f-4766bdfb152d · outbound

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When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Unresolved cited work

Reference 29

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source=pdf_text observed=2026-08-01T18:21:42.096222Z digest=sha256:9d52c516288321fe4f06c52ba044d209cc843e5d2f535c07928b573475c872d5

Observation 2feaa0e7-a1e0-4cb4-b645-f2f2a732f742 · outbound

This paper cites Concept drift detection delay index.IEEE Transactions on Knowledge and Data Engineering, 35(5):4585–4597, 2022.

When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring Concept drift detection delay index.IEEE Transactions on Knowledge and Data Engineering, 35(5):4585–4597, 2022

Reference 30

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source=pdf_text observed=2026-08-01T18:21:42.098707Z digest=sha256:9283d2af36fa62f50c53f1871f6030fdf7410e519e796ada7003f7b54e144cc1

Pith citing papers

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