Paper Citation Record · LEDGER

Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 25 inbound Pith citation observations for arXiv:2302.10893.

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

pith.paper-citation-record.v1
2302.10893 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 25 of 25 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:52:57.814107Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T03:39:29.457063Z

Reference resolution

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External citation measurements

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Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation cf1158b7-b035-4dcf-90c9-d42e7e13a513 · inbound

Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models cites this paper.

Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 129

Resolution: verified exact; arxiv_id, observed 2026-05-13T13:43:11.192794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b2f813c0-fe24-425c-9f33-5b3f6cb4c523 · inbound

Mitigate One, Skew Another? Tackling Intersectional Biases in Text-to-Image Models cites this paper.

Mitigate One, Skew Another? Tackling Intersectional Biases in Text-to-Image Models Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:52:57.814107Z

Source-reported events for the cited work

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Observation e0b2f91a-2b1d-4dbf-9c8a-a93092dca4ec · inbound

Multi-Group Proportional Representation for Text-to-Image Models cites this paper.

Multi-Group Proportional Representation for Text-to-Image Models Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T12:43:33.350848Z

Source-reported events for the cited work

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Observation 3b0c1971-617a-4271-9a6b-25a064c4aa94 · inbound

FAROS: Fair Graph Generation via Attribute Switching Mechanisms cites this paper.

FAROS: Fair Graph Generation via Attribute Switching Mechanisms Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 48

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Observation 830dbc0b-cced-47c3-8631-6487811161ed · inbound

Understanding and evaluating computer vision models through the lens of counterfactuals cites this paper.

Understanding and evaluating computer vision models through the lens of counterfactuals Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 105

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Source-reported events for the cited work

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Observation cdce51d6-1966-4bdd-8166-5e1bba124c1a · inbound

Discovering Divergent Representations between Text-to-Image Models cites this paper.

Discovering Divergent Representations between Text-to-Image Models Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T19:59:31.465984Z

Source-reported events for the cited work

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Observation d50e5c55-ca85-4c86-a1b7-b454c5f12e59 · inbound

Calibrating Generative Models to Distributional Constraints cites this paper.

Calibrating Generative Models to Distributional Constraints Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T10:27:57.173262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86346162-636f-4a42-a86e-ddd614c10ccf · inbound

FairJudge: Abstention-Aware Multimodal Judges for Fairness and Alignment Evaluation in Text-to-Image Models cites this paper.

FairJudge: Abstention-Aware Multimodal Judges for Fairness and Alignment Evaluation in Text-to-Image Models Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 2023

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Source-reported events for the cited work

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Observation 0a839c8a-9eb9-49df-840e-77697dd46247 · inbound

BioPro: Towards Difference-Aware Gender Fairness for Vision-Language Models cites this paper.

BioPro: Towards Difference-Aware Gender Fairness for Vision-Language Models Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 8

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Source-reported events for the cited work

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Observation 9480e643-6f82-4fb8-ad55-a8517959ca88 · inbound

CLAY: Conditional Visual Similarity Modulation in Vision-Language Embedding Space cites this paper.

CLAY: Conditional Visual Similarity Modulation in Vision-Language Embedding Space Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:00:58.668305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 75bd10d1-c2e0-4113-8970-61f4102da136 · inbound

BiasIG: Benchmarking Multi-dimensional Social Biases in Text-to-Image Models cites this paper.

BiasIG: Benchmarking Multi-dimensional Social Biases in Text-to-Image Models Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:21:00.668876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f3b6c707-51dc-4c0f-8030-52070e5c6b73 · inbound

Who Defines Fairness? Target-Based Prompting for Demographic Representation in Generative Models cites this paper.

Who Defines Fairness? Target-Based Prompting for Demographic Representation in Generative Models Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:01:03.808436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4861836c-1629-40ad-a696-6f22fc2dd196 · inbound

Exploring and Exploiting Stability in Latent Flow Matching cites this paper.

Exploring and Exploiting Stability in Latent Flow Matching Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:01:30.564027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e39249b3-a802-4c34-9103-bf992280f37b · inbound

Exploring and Exploiting Stability in Latent Flow Matching cites this paper.

Exploring and Exploiting Stability in Latent Flow Matching Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-07-01T13:35:46.984381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation badc038b-e06a-4fc5-a44d-d51e16e415cb · inbound

Stay Fair! Ensuring Group Fairness in Diffusion Models Across Guidance Scales cites this paper.

Stay Fair! Ensuring Group Fairness in Diffusion Models Across Guidance Scales Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-06-29T13:13:27.252029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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

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

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 2026-08-07T06:34:17.273281+00:00.

Observation 6d6dc34f-004e-43c5-b2f3-498d91463d46 · inbound

Towards More General Control of Diffusion Models Using Jeffrey Guidance cites this paper.

Towards More General Control of Diffusion Models Using Jeffrey Guidance Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 42

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T13:48:20.750180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a63aac2c-f0e1-4231-9fed-894ef5e8ab77 · inbound

BAFIS: Dataset + Framework to assess occupational Bias and Human Preference in modern Text-to-image Models cites this paper.

BAFIS: Dataset + Framework to assess occupational Bias and Human Preference in modern Text-to-image Models Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:39:29.459174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6bb060c4-80f1-4b8c-b4bc-3aa077b7c0a6 · inbound

Intermediate Text Representation Guided Text-to-Image Generation for Enhancing One-and-Only Alignment cites this paper.

Intermediate Text Representation Guided Text-to-Image Generation for Enhancing One-and-Only Alignment Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T08:24:27.109499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 439c77f1-f509-47ab-8e8f-de10af6f4241 · inbound

Training-Free Debiasing of Diffusion Models via CLIP-Guided Denoising Optimization cites this paper.

Training-Free Debiasing of Diffusion Models via CLIP-Guided Denoising Optimization Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-07-02T14:07:02.411952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d42efa77-8a35-4dbc-8fe4-581885abf028 · inbound

EquiSteer: Cross-Attention Steering Towards a Fairer Text-Guided Image Generation cites this paper.

EquiSteer: Cross-Attention Steering Towards a Fairer Text-Guided Image Generation Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T13:36:58.626341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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

FairFlow: Demystifying and Mitigating Stereotype Bias in Text-to-Image Diffusion Transformers cites this paper.

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 966de3da-f24d-4a8b-90a0-5616c33c39dd · inbound

Efficient bias mitigation in T2I diffusion models using Concept Graphs cites this paper.

Efficient bias mitigation in T2I diffusion models using Concept Graphs Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-12T02:49:55.052762Z

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Observation 3c9651ac-24b0-4253-bc3a-94c29f1f306b · inbound

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation cites this paper.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T00:41:12.488625Z

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Observation aa55a3c3-29fa-4bc4-b518-d8281c07e048 · inbound

COVAriance-Induced Fairness Gap Penalty for Subgroup-Fair Clustering cites this paper.

COVAriance-Induced Fairness Gap Penalty for Subgroup-Fair Clustering Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T16:10:33.427792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.