Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T11:01:35.086705Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2412.15920.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T11:01:35.086705Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
53 of 53 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9ecdb17e-b4d5-4545-b4b0-50641ef5c8b3 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? A survey on bias and fairness in machine learning,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3904fff6-f16f-4932-8e19-41642c376120 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Bias and unfairness in machine learning models: a systematic review on datasets, tools, fairness metrics, and identification and mitigation methods,
Reference 2
Source-reported events for the cited work
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Observation f5782fc7-223f-429d-a260-7bf410d99b2b · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? A review on fairness in machine learning,
Reference 3
Source-reported events for the cited work
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Observation 8ce2a8ea-90b7-43ab-9dc9-8a01e3528765 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Machine learning, ethics and law,
Reference 4
Source-reported events for the cited work
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Observation 9181c977-1217-40a9-a792-8d07296e246f · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Bias mitigation for machine learning classifiers: A comprehensive survey,
Reference 5
Source-reported events for the cited work
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Observation b3ac1b04-83fd-4f82-a119-634f293d645d · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Bias in machine learning software: why? how? what to do?
Reference 6
Source-reported events for the cited work
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Observation 36cbdd09-8236-42b5-8413-4a66c6b4a91f · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Training data debugging for the fairness of machine learning software,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 32ed7949-c79c-49ad-9f61-dbb546e0c5e5 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Fairness testing: testing software for discrimination,
Reference 8
Source-reported events for the cited work
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Observation 40b71b01-3a53-4832-bf49-aad812208db8 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Burkov, Machine learning engineering
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 402e609d-333c-45ed-ae82-b511aea760bc · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Fair preprocessing: Towards understand- ing compositional fairness of data transformers in machine learning pipeline,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 67bd8d42-042d-4c8d-8c7c-e26f6383737e · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? The impact of data prepa- ration on the fairness of software systems
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ae902f90-f4d8-463a-a6b9-4e558a8d9bc9 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Data preprocessing techniques for classi- fication without discrimination,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8df1121e-e11a-4b69-8abd-c6125ad12086 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Certifying and removing disparate impact,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f202d9ec-c981-4a34-809e-d7a6a096fc37 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Exploring how machine learning practitioners (try to) use fairness toolkits,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae834d17-28d3-4011-87d2-510f8f9506c1 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? The landscape and gaps in open source fairness toolkits,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 759c7d84-1e46-4987-9035-d9aa4982039e · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? A Catalog of Fairness-Aware Practices in Machine Learning Engineering
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 113c7bc3-4229-4a51-b4fe-c6f88ef42ad9 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Fairness-aware practices from developers’ perspective: A survey,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5e1a3959-98b8-4132-908a-364d6276e8c2 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Raina and S
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 423a2d79-e46c-4ead-a64a-8e30286bebc3 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Fairness per- ceptions of algorithmic decision-making: A systematic review of the empirical literature
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0ea009cf-89a0-498f-b573-adce554b4d14 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Fairness improvement with multiple protected attributes: How far are we?
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 770a8f8d-0c47-47f2-b098-922208264ab5 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Software fairness,
Reference 21
Source-reported events for the cited work
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Observation 6af9de04-ff4a-4598-ba7a-ddcf1e62ecd0 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Ai ethics issues in real world: Evidence from ai incident database,
Reference 22
Source-reported events for the cited work
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Observation 61f9acba-537b-4dc4-8e36-e2957c8390ed · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Mitigating unwanted biases with adversarial learning,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation bfc388e5-1884-4495-923d-c4071b2d3d39 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Fairway: a way to build fair ml software,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cbb14abb-ade6-45a9-8f33-f1149e2aee39 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Automated directed fairness testing,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8947cd92-5717-4f81-ac2d-e89efd39daa5 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Black box fairness testing of machine learning models,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation eb4833b3-681b-4c9e-acbf-c2f90ef77c0e · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? White-box fairness testing through adversarial sampling,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation afe4d948-5aff-4048-b74a-50db606e0d1e · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Preprocessing matters: Automated pipeline selection for fair classification,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fba48a0b-ab38-49b4-a310-afd1a0712dd8 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Fair enough: Searching for sufficient measures of fairness,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2b4810d0-7195-4b8e-bef4-38361f677489 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? A genetic algorithm tutorial,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c6eef778-dab5-4cda-93dc-018950a816c0 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Choosing mutation and crossover ratios for genetic algorithms—a review with a new dynamic approach,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 65146052-84ee-4579-8e6f-939a6d5b9a81 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Fae: A fairness-aware ensemble framework
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 874ddea6-c3a5-4c54-944d-38a68958e23a · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Towards explaining the effects of data preprocess- ing on machine learning
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 34f384b0-0bc6-4151-9ffe-367347edcb5d · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Area under the precision-recall curve: Point estimates and confidence intervals,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6aabecbe-fce0-4222-8e55-901bca13724b · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? A few useful things to know about machine learning,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4c078f1f-68c6-4d8e-94ed-33d4f99161d1 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? The precision-recall plot is more informa- tive than the roc plot when evaluating binary classifiers on imbalanced datasets,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5d3cf975-16f4-4ffc-b334-be3e2f7e0b22 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? A reductions approach to fair classification,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7c7e14fb-7914-45fb-96ab-25b44c50e673 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Equality of opportunity in supervised learning,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6b9cae7c-d07c-46b9-bdf2-7cb94470492a · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? An ontology for fairness metrics,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3e8967c2-7206-4ac9-ad5c-198ed6bdaff6 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Fairness-aware machine learning engineering: how far are we?
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f85b5ecf-44a7-4b6f-857c-a446ea52b2ef · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Fairmask: Better fairness via model-based rebalancing of protected attributes,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3bbbf472-b47d-4cbd-aab8-8bbed6e70360 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Machine learning and data cleaning: Which serves the other?
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c475d22d-e3fc-4315-a390-a7d66c0b9210 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? When correla- tion clustering meets fairness constraints,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5f077248-0365-49a1-8fb6-c1a6c338aa36 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Fairness in algorithmic decision making: An excursion through the lens of causality
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5944ff94-86d2-4d03-aba9-7a5711264269 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Algorithmic fairness datasets: the story so far,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cf133577-aab3-463d-9b04-f9238c91dd5b · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Ex- amining the impact of bias mitigation algorithms on the sustainability of ml-enabled systems: A benchmark study,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a4869380-27d5-4cc1-b5e0-a5fcc806d624 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Statlog (German Credit Data),
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5e9101b-7190-4556-ad28-0d4b164a67a3 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Heart Disease,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dae53319-2201-4967-ac8c-f59a34aebe08 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Becker and R
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b6f00d9-6bf5-40d9-9b39-effe4a0f0877 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Bias mitigation for machine learning classifiers: A comprehensive survey,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9eed38c6-67f8-44d4-bb92-ab4746422501 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Smote: synthetic minority over-sampling technique,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 266093bc-44dc-4d4d-9ef2-592383b844ba · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 416520a7-227f-4f4b-8747-a8b05794eed7 · outbound
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? A critique and improvement of the cl common language effect size statistics of mcgraw and wong,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
No inbound Pith citation observations are available.