Paper Citation Record · LEDGER

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework

As of 18 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2508.15193.

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

pith.paper-citation-record.v1
2508.15193 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T18:07:52.141372Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

31 of 31 outbound references displayed

verified exact3
verified fuzzy5
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 98acf0bf-2f00-4101-b832-ce8f0d706983 · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T18:07:55.589295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3929101d-9ecd-4987-a500-e9fee97af9cd · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-05T18:07:55.475241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 446ebfa6-78e3-4deb-905a-a45fec6a227f · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T18:07:55.347975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 938ff0f0-4d61-49e3-aa7c-db07a1e9fc29 · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T18:07:49.357528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a22b835-0d02-4a70-9e86-349e484bad78 · outbound

This paper cites AI Fairness 360: An Extensible Toolkit for Detecting, Understanding, and Mitigating Unwanted Algorithmic Bias.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework AI Fairness 360: An Extensible Toolkit for Detecting, Understanding, and Mitigating Unwanted Algorithmic Bias

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T18:07:49.447735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8498e3b8-c70f-4262-b356-d10a637112a2 · outbound

This paper cites Calmon, Dennis Wei, Bhanukiran Vinzamuri, Karthikeyan Nate- san Ramamurthy, and Kush R.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Calmon, Dennis Wei, Bhanukiran Vinzamuri, Karthikeyan Nate- san Ramamurthy, and Kush R

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:07:55.206565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fa2da2c3-7976-4bc1-aa34-4610ff664bd1 · outbound

This paper cites Friedler, John Moeller, Carlos Scheidegger, and Suresh Venkatasubramanian.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Friedler, John Moeller, Carlos Scheidegger, and Suresh Venkatasubramanian

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T18:07:49.606862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 613be736-14ea-4905-9b72-300f27d3a610 · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 8

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T18:07:53.433116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7a506398-cce3-4262-811c-ec4f7dafc4d7 · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T18:07:55.081867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a5d52f14-ca92-4228-a4a4-093f0d1822c6 · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T18:07:54.967885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d0581548-e0dc-4c10-a716-d01cb2ac0aef · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T18:07:49.937439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d8c12f3-cd85-4d0e-8544-f1668bed5cd6 · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T18:07:50.012103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d33cbaee-3e12-4fcc-969c-14344259f737 · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T18:07:50.092951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ec0af35-ecf0-4726-8caa-6e86e1fff72f · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T18:07:50.191549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40b5d865-5b5a-46a2-b4b8-bc6209b5832c · outbound

This paper cites Kearns, Seth Neel, Aaron Roth, and Zhiwei Steven Wu.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Kearns, Seth Neel, Aaron Roth, and Zhiwei Steven Wu

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:07:54.814768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ce3b10da-3d63-4fd8-b5eb-958e2464e7cc · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T18:07:50.352554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f85ac97c-bae0-4f68-a497-090e435746d3 · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T18:07:50.446437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e046cfc9-a667-425d-9b21-23e759906c34 · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T18:07:54.686861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1cfe9739-8a7c-4f8d-b043-158adb1f3ac1 · outbound

This paper cites Kleinberg, and Kilian Q.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Kleinberg, and Kilian Q

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:07:54.509660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f6c21986-bad2-49a4-894b-cd484ef5f180 · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T18:07:54.317067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1fb5f145-ec27-498e-a96f-ad454c35fe47 · outbound

This paper cites Gummadi, Adish Singla, Adrian Weller, and Muhammad Bilal Zafar.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Gummadi, Adish Singla, Adrian Weller, and Muhammad Bilal Zafar

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T18:07:51.161847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4742d6d-3f12-48fb-91e4-005a32909fbf · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T18:07:54.150063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 717b9fcf-1890-4e81-85d1-9b32039657c9 · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T18:07:51.490377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f55d8702-f83b-4186-831c-45f1df6aad7a · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 24

Resolution: verified exact; doi, observed 2026-08-05T18:07:52.364392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dad73feb-12f0-4ee6-b180-d180ea48d045 · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T18:07:51.680844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faf6c355-d476-495a-8a23-4d6b502ca121 · outbound

This paper cites an unresolved cited work.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T18:07:53.994737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9d9a1ee7-152f-4f60-bbae-75372a7e4c5f · outbound

This paper cites Zemel, Yu Wu, Kevin Swersky, Toniann Pitassi, and Cynthia Dwork.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework Zemel, Yu Wu, Kevin Swersky, Toniann Pitassi, and Cynthia Dwork

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:07:53.825631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 803d5f90-6bca-495c-840e-b6cdfcb96346 · outbound

This paper cites FairDRL-ST: Disentangled Representation Learning for Fair Spatio-Temporal Mobility Prediction.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework FairDRL-ST: Disentangled Representation Learning for Fair Spatio-Temporal Mobility Prediction

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-05T18:07:52.519251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 09028abd-8dfc-46ab-9143-9adb8c2fb3a8 · outbound

This paper cites In Proceedings of the 30th International Conference on Machine Learning, ICML 2013 , Vol.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework In Proceedings of the 30th International Conference on Machine Learning, ICML 2013 , Vol

Reference 2013

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:07:53.665193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation af23602a-5775-476d-9708-f1ac9f970219 · outbound

This paper cites In Advances in Knowledge Discovery and Data Mining - 26th Pacific-Asia Conference, PAKDD 2022, Vol.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework In Advances in Knowledge Discovery and Data Mining - 26th Pacific-Asia Conference, PAKDD 2022, Vol

Reference 2022

Resolution: verified exact; doi, observed 2026-08-05T18:07:52.277969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2641c073-8938-4ffa-829d-3420c32c8b0e · outbound

This paper cites SoftwareX 31 (2025), 102239.

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework SoftwareX 31 (2025), 102239

Reference 2025

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T18:07:53.161843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

No inbound Pith citation observations are available.