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Paper Citation Record · LEDGER

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers

As of 10 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2607.03180.

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

pith.paper-citation-record.v1
2607.03180 v1

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-12T04:19:11.697328Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

57 of 57 outbound references displayed

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  • unresolved57
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External citation measurements

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Outbound references

Observation f7d085a0-11c5-4c9a-8150-e335c207bbc6 · outbound

This paper cites 2024.AI Image Generators Often Give Racist and Sexist Results: Can They Be Fixed?https://www.nature.com/articles/d41586-024-00674-9 Nature News Feature.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers 2024.AI Image Generators Often Give Racist and Sexist Results: Can They Be Fixed?https://www.nature.com/articles/d41586-024-00674-9 Nature News Feature

Reference 1

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Observation 0eb5c376-ba15-419b-9056-0a7d0a3a9f9d · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 2

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Observation 73b74ead-14d5-48eb-b3b5-99f9ddce827d · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 3

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Observation e7a75c64-ab98-45a7-98eb-62500831b187 · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 4

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Observation c8361edc-cf8f-40f1-abf4-82dd6f27e26c · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 5

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Observation 1ceee06a-b1b0-4285-9659-d51e0df516ef · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 6

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Observation 1af2592b-c38a-46b1-900d-0aa073969b60 · outbound

This paper cites OASIS Uncovers: High-Quality T2I Models, Same Old Stereotypes.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers OASIS Uncovers: High-Quality T2I Models, Same Old Stereotypes

Reference 7

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Observation f5aba123-9cf5-45f9-b06e-b7585e2af188 · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 8

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Observation 59ea2419-8a56-4bd7-8c7f-aa532353525b · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 9

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Observation 5ce2e693-2dc9-42da-911c-55378ca12932 · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 10

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Observation 90496201-fd81-4a8f-a8cd-a0ce3455033f · outbound

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

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 11

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Observation 20699d9c-5a19-4393-823d-ad03db710418 · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 12

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Observation 139659d7-9243-4269-889c-c830e5e49362 · outbound

This paper cites arXiv preprint arXiv:2510.21363(2025).

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers arXiv preprint arXiv:2510.21363(2025)

Reference 13

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Observation acbb8609-f6d3-4f06-91fe-9761d4580b8b · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 14

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Observation 6e1f8eac-ce15-460c-9119-aa462d613df4 · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 15

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Observation 73432e31-8dd1-4f9c-8890-757690013b29 · outbound

This paper cites Debiasing Diffusion Model: Enhancing Fairness through Latent Representation Learning in Stable Diffusion Model.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Debiasing Diffusion Model: Enhancing Fairness through Latent Representation Learning in Stable Diffusion Model

Reference 16

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Observation 83cecd6b-e972-46db-9d67-113d7a49f359 · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 17

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Observation 7c47f381-330d-489c-b6b7-d542ff74c93f · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 18

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Observation c9a2c7a7-1194-4c21-95b2-50df7800f35e · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 19

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This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

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This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

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This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

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Observation efb28002-b431-4de2-b5ec-150e4980561d · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 23

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Observation d2c3d1bc-a139-40b0-9a29-d1bb4dde5afa · outbound

This paper cites InProceedings of the AAAI Conference on Artificial Intelligence, Vol.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers InProceedings of the AAAI Conference on Artificial Intelligence, Vol

Reference 24

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Observation 325861a0-de74-423b-bd75-36e3b692b7e8 · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

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Observation bdd90d0c-74b8-461e-995e-898a784fe6d3 · outbound

This paper cites A Survey on Mechanistic Interpretability for Multi-Modal Foundation Models.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers A Survey on Mechanistic Interpretability for Multi-Modal Foundation Models

Reference 26

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This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

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Observation 0b7046e7-471b-46c4-903b-1f3abdc9fe26 · outbound

This paper cites Flow Matching for Generative Modeling.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Flow Matching for Generative Modeling

Reference 28

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FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow

Reference 29

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This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 30

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This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

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FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

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FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

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This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

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Observation bc4238a8-b0bc-40a2-aa04-1619ded0f12b · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

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Observation 6574464e-762b-476d-b58c-f5824934cae5 · outbound

This paper cites In International conference on machine learning.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers In International conference on machine learning

Reference 36

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Observation a0b57323-0ea6-4614-9b53-39379eca18ea · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

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Observation 4397aa0b-a73e-45de-b9e1-0ab15bb6776c · outbound

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FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

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Observation 37ddf466-9bb8-41dc-823f-045a66d78cfa · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

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Observation 412f715b-8c63-49a4-bc99-1e260f4792ec · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 40

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Observation 01d9f9ea-bf3c-4e87-9681-8abefa8bc969 · outbound

This paper cites Finetuning Text-to-Image Diffusion Models for Fairness.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Finetuning Text-to-Image Diffusion Models for Fairness

Reference 41

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Observation b04b892b-dbe1-4aaa-ac45-21267e66ea8c · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 42

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Observation c3b33a07-3e92-4b19-8146-9caf610c265c · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 43

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Observation 1a014569-0bcd-4eaf-a88b-33d3c2c7d9d4 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Gemini: A Family of Highly Capable Multimodal Models

Reference 44

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Observation 71a9337f-b6f4-4880-9711-83c58f0cf510 · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 45

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Observation 59dbbcb4-ee20-4bff-b87d-4ec6f4f13d6d · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 46

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Observation 439d87e3-1634-4474-97f5-336c48b85918 · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 47

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source=pdf_text observed=2026-07-12T04:19:11.697328Z digest=sha256:d7bcd5ca59447ce9094e2b3308052c648247e7d9e16dc8a215d77c8735de3c9d

Observation f111109d-b9fd-476e-b0ee-de35f691721e · outbound

This paper cites Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 48

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source=pdf_text observed=2026-07-12T04:19:11.697328Z digest=sha256:62ad515b1440fdf4cf898e3ec20c78744581c67b6101f80ece57cc8277feb5cd

Observation 72fe0008-8c6e-47af-9389-28efc7ef567a · outbound

This paper cites Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small

Reference 49

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source=pdf_text observed=2026-07-12T04:19:11.697328Z digest=sha256:214c41510ca4067c321933b6257bf8935bbc56c74f48031ea975fa008c62d515

Observation 8c6eb362-ca88-42fd-ae62-11e8040a32f0 · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 50

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source=pdf_text observed=2026-07-12T04:19:11.697328Z digest=sha256:d250f2a78b199cd46d524a86e7522aef8dccfee354b9282d0d2c0420ad77ff5b

Observation 46fd47c3-6154-40f6-ba71-2ebedada6722 · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 51

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source=pdf_text observed=2026-07-12T04:19:11.697328Z digest=sha256:91d44f88e7227704856968a6ad7cffe32b963f1faf9eb6b7766b807b5cfd486b

Observation 6bac26b8-0e70-462c-ad23-deedb8005d89 · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 52

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source=pdf_text observed=2026-07-12T04:19:11.697328Z digest=sha256:6f658fea4789afa5a96fd39a3701793d17d4d912514f53168fca5aea2748e71d

Observation 889715d7-dd95-41aa-a985-bca4a2ee2dc0 · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 53

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source=pdf_text observed=2026-07-12T04:19:11.697328Z digest=sha256:346176272f074d88a0e7ce2699b8f95995b54c5a394ee6c4a80f0ce5705acbb9

Observation a26db40a-45fa-49f5-9b83-169a7b908e64 · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 54

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source=pdf_text observed=2026-07-12T04:19:11.697328Z digest=sha256:07f809c24cc828119c9d60a783c6d3ea433bc34461ad996999010c97641952a6

Observation 4cef12e9-adeb-4d06-a6b2-84803f8b6fbf · outbound

This paper cites InProceedings of the IEEE conference on computer vision and pattern recognition.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers InProceedings of the IEEE conference on computer vision and pattern recognition

Reference 55

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source=pdf_text observed=2026-07-12T04:19:11.697328Z digest=sha256:67656949e5da8dcab8ebf983582b395a931b9d42a1be6e22f4dfd92d9daf899f

Observation c74d991e-5282-4e4b-9847-c1317848a405 · outbound

This paper cites an unresolved cited work.

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers Unresolved cited work

Reference 56

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source=pdf_text observed=2026-07-12T04:19:11.697328Z digest=sha256:41b6afec20e5b2b5123097a43a140274b33219d7ade63523ca6b88712b71f42f

Observation 7fd9298a-857e-4e7b-a63d-b7a19d6e258c · outbound

This paper cites In Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 2 (Short Papers).

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers In Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 2 (Short Papers)

Reference 57

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source=pdf_text observed=2026-07-12T04:19:11.697328Z digest=sha256:0177c0195a1e61734936e7331a5ee58e0d6f1b66062962c3ba018049408168ba

Pith citing papers

No inbound Pith citation observations are available.