Paper Citation Record · LEDGER

Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 22 inbound Pith citation observations for arXiv:2404.01030.

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

pith.paper-citation-record.v1
2404.01030 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 22 of 22 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 22 of 22 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:52:55.864557Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T03:39:29.440053Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 84875077-6a58-4122-8973-44fc22621773 · inbound

Controllable Image Generation with Composed Parallel Token Prediction cites this paper.

Controllable Image Generation with Composed Parallel Token Prediction Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-24T00:53:40.541637Z

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 de645667-699d-4043-9c2c-2a83bbc8a019 · inbound

VideoPhy: Evaluating Physical Commonsense for Video Generation cites this paper.

VideoPhy: Evaluating Physical Commonsense for Video Generation Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 102

Resolution: verified exact; arxiv_id, observed 2026-05-20T11:34:37.697645Z

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 eda16059-9a8e-4497-ac7a-aa8bbaed745f · inbound

Can we Debias Social Stereotypes in AI-Generated Images? Examining Text-to-Image Outputs and User Perceptions cites this paper.

Can we Debias Social Stereotypes in AI-Generated Images? Examining Text-to-Image Outputs and User Perceptions Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-07T13:52:55.864557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ebb42bf-9017-468f-83d3-399a22b4a4a2 · inbound

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

Multi-Group Proportional Representation for Text-to-Image Models Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T12:43:37.718850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be02c29c-28a5-43cf-a18e-8724e248a19b · inbound

Adultification Bias in LLMs and Text-to-Image Models cites this paper.

Adultification Bias in LLMs and Text-to-Image Models Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-07T05:42:53.515298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4c40c16-05fe-4f37-ad0e-1ad00e6fe0c5 · inbound

Hidden Bias in the Machine: Stereotypes in Text-to-Image Models cites this paper.

Hidden Bias in the Machine: Stereotypes in Text-to-Image Models Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T05:18:48.701262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adc0bd5c-130e-4b88-b616-9867d549ec0a · inbound

From Individuals to Interactions: Benchmarking Gender Bias in Multimodal Large Language Models from the Lens of Social Relationship cites this paper.

From Individuals to Interactions: Benchmarking Gender Bias in Multimodal Large Language Models from the Lens of Social Relationship Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T21:54:44.592906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4044d420-506e-48f5-8ee3-130b18bd7030 · inbound

Exposing Blindspots: Cultural Bias Evaluation in Generative Image Models cites this paper.

Exposing Blindspots: Cultural Bias Evaluation in Generative Image Models Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T08:37:07.768520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d04f1d4-1897-43b3-bba7-8ae56a34b709 · inbound

Generating the Modal Worker: A Cross-Model Audit of Race and Gender in LLM-Generated Personas Across 41 Occupations cites this paper.

Generating the Modal Worker: A Cross-Model Audit of Race and Gender in LLM-Generated Personas Across 41 Occupations Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-04T08:23:48.496449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb1279e6-9cd8-46c6-aa2f-c4833d74d8fe · inbound

Prototypicality Bias Reveals Blindspots in Multimodal Evaluation Metrics cites this paper.

Prototypicality Bias Reveals Blindspots in Multimodal Evaluation Metrics Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T11:52:45.871849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02ec8845-efa6-4c41-a836-ced1a5c62545 · inbound

GASS: Geometry-Aware Spherical Sampling for Disentangled Diversity Enhancement in Text-to-Image Generation cites this paper.

GASS: Geometry-Aware Spherical Sampling for Disentangled Diversity Enhancement in Text-to-Image Generation Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-02T22:21:54.174748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f90c15e2-a922-4c33-af51-0738a750b250 · inbound

Controllable Image Generation with Composed Parallel Token Prediction cites this paper.

Controllable Image Generation with Composed Parallel Token Prediction Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:50:48.772469Z

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 74fcd935-08f9-4679-8961-5cc00f6ed4b1 · 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 Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:21:00.595344Z

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 8daea7a9-62eb-400b-9ec4-c1d0c4c0bc14 · inbound

Embedding Arithmetic: A Lightweight, Tuning-Free Framework for Post-hoc Bias Mitigation in Text-to-Image Models cites this paper.

Embedding Arithmetic: A Lightweight, Tuning-Free Framework for Post-hoc Bias Mitigation in Text-to-Image Models Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 40

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:20:54.816796Z

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 5dd14499-509c-47f9-967d-948a4dedd7a9 · 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 Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:56:07.011885Z

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 b618e52d-9bf5-458e-b326-d80d7325cf93 · inbound

Beyond Categories of Caste: Examining Caste Bias and Morality in Text-to-Image AI Models cites this paper.

Beyond Categories of Caste: Examining Caste Bias and Morality in Text-to-Image AI Models Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-07-01T09:15:44.247231Z

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 d78c8488-ed48-4737-8c0f-4b30c554e31b · inbound

Gender Artifacts from Art History to Text-to-Image Generation cites this paper.

Gender Artifacts from Art History to Text-to-Image Generation Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 56

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:16:57.171718Z

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 57ef327c-a8b1-4687-9851-55b74e631846 · 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 Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:39:29.442469Z

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 f111109d-b9fd-476e-b0ee-de35f691721e · 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 Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 48

Resolution: unresolved; no resolver link, observed 2026-07-12T04:19:11.697328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cf05d77-d5b9-4986-85d2-0d9c50e0982c · inbound

Harm is not Universal: Community-Specific Toxicity Detection is Urgently Needed cites this paper.

Harm is not Universal: Community-Specific Toxicity Detection is Urgently Needed Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 157

Resolution: unresolved; no resolver link, observed 2026-07-31T09:24:20.749137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b730215-9384-40f2-99ed-e668494490ad · inbound

EmergencyBias: Bias in Text-to-Image Models under Emergency Scenarios cites this paper.

EmergencyBias: Bias in Text-to-Image Models under Emergency Scenarios Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:56.986495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3030421e-31dd-485a-9bdd-40b1d6ffe0af · inbound

Investigating Social Bias in Narrative Image Generation cites this paper.

Investigating Social Bias in Narrative Image Generation Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T21:08:24.305063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.