Paper Citation Record · LEDGER

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers

As of 8 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2605.28450.

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

pith.paper-citation-record.v1
2605.28450 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T12:57:17.874942Z

measured 51 of 51 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

51 of 51 outbound references displayed

verified exact2
verified fuzzy0
unresolved49
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6ed9e124-eac1-4f74-a3d4-9c894c583600 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d79067e5-38b1-4d9b-826a-24ac424a7622 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e50d6da4-09a6-43f8-ab45-735640854a9a · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d5a1728-eb28-4e76-af94-98006c59f6fb · outbound

This paper cites 2023.Fairness and machine learning: Limitations and opportunities.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers 2023.Fairness and machine learning: Limitations and opportunities

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9237062-d2a4-4d19-8b70-0208574eef09 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c8af52d-2cfb-455c-9b06-118a7f774d53 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b437811-0677-4673-be15-0e092b026770 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ecb2891-6cb8-4c05-9020-a3be76b34d59 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b528927-794d-428c-bc06-1f74f3f50f9a · outbound

This paper cites Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-06-29T13:03:26.513800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0e4878c4-27ab-48eb-ba2b-90b52b5bfaf2 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27fd4b18-f724-417a-a87a-545108100858 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab1bad5d-1084-4dba-ae71-10f833b9cba5 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c9f4fd6-07c9-4860-a817-4b990a6afd61 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df3d7c3c-cdc2-486c-a6b7-fcd23030764f · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b44cc805-a850-4aee-bc6d-4411fcc0e986 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 168cd242-120f-4c1e-abc0-ee1453617f75 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62ce12b5-960a-4c11-9c62-9ec3e006b5ef · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7779693d-35e3-47ec-8b9a-024d2fd265b1 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2a234fa-3196-4424-ab20-8b6905c2058c · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 320a5070-ed27-47de-9335-917b9cfe5641 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 965e30d3-1019-4246-a541-67757b87e5f9 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dba3bedd-6fbe-4dce-b4a0-99ca86db300f · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b883d4da-ade2-4199-990e-cbd72eed193e · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38b539aa-61d1-461f-b13d-caef1709b7b0 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b67943f2-ef27-4e84-a7b5-3cb64afdbdae · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e8fec94-81d7-4e82-be96-bc76e6d0a204 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bdd145c-572f-4053-b701-f87292241896 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d151a0e4-5de3-409e-a2e0-1c3e732e5f2c · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9773b25-f74d-4068-834d-543c1c18a0e7 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a42f394a-90e7-493f-8e46-1f2dad6c12af · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c77ec76-a3b5-427a-9db3-89abc4b46373 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f3eb9de-2aa5-45ab-bdcc-dbbf656d6030 · outbound

This paper cites Step1X-Edit: A Practical Framework for General Image Editing.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Step1X-Edit: A Practical Framework for General Image Editing

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-06-29T13:03:26.517091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a57a7f0b-444b-4b30-848f-a993e931d926 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c5f4b9d-d077-4ac3-bd04-413a25f13253 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81207f1f-a8d1-4c08-9c82-a335cdb2b81c · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77bd034c-cd1d-4a3f-b67d-4de979e89921 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a363d836-8ab4-4d35-9c3e-bae786bccf86 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36c8b02e-56e0-4e8a-ba18-aec741985548 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 892d0f61-f6fb-4e75-aa22-fead7d973fd3 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b7c6abd-7dc0-40cc-8961-afa68a19489d · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52df2de8-640e-4eb1-98cd-7a18ee423fa1 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a03a7c33-2031-438c-953c-259f79150972 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25374286-249b-427d-b72a-ce4b3f30dd08 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7520ac24-b62e-4cb4-b5ae-8654b6a6d8c1 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4318e2f9-8376-4129-a23f-32e401893d34 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52ff7978-a4c9-4cb2-8f3e-49d663a32725 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54dd5ff6-7d2f-42f6-a1d1-01545653eb33 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48caebfd-8040-4496-bb52-9d6cd87b7a49 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57938deb-989d-4bd9-bfe9-bcd7c2e456c0 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 987a6a75-f5d0-45b0-ace5-37ebff9bf5d5 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1959b76c-36b1-406c-8206-adaf65a36d54 · outbound

This paper cites an unresolved cited work.

BiasEdit: A Training-Free Bias-Detect-and-Edit Framework for Learning Fair Visual Classifiers Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-06-29T12:57:17.874942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.