Paper Citation Record · LEDGER

Fairness and Bias in Multimodal AI: A Survey

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2406.19097.

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

pith.paper-citation-record.v1
2406.19097 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:49:52.547791Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T18:16:08.299371Z

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 21e80b50-5e2c-4c0a-bedb-dc0704138d07 · inbound

A Stereotype Content Analysis on Color-related Social Bias in Large Vision Language Models cites this paper.

A Stereotype Content Analysis on Color-related Social Bias in Large Vision Language Models Fairness and Bias in Multimodal AI: A Survey

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:52.547791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec6fa1a9-67dd-4980-9726-bd223b05eb9b · inbound

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines cites this paper.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fairness and Bias in Multimodal AI: A Survey

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T05:00:52.918455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc924b73-20bb-4791-bda3-01f7e33c5e14 · inbound

Findings of MEGA: Maths Explanation with LLMs using the Socratic Method for Active Learning cites this paper.

Findings of MEGA: Maths Explanation with LLMs using the Socratic Method for Active Learning Fairness and Bias in Multimodal AI: A Survey

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T16:58:06.245683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd283cc3-fb8e-4567-a46c-20c44b2d9414 · inbound

Inference Time Debiasing Concepts in Diffusion Models cites this paper.

Inference Time Debiasing Concepts in Diffusion Models Fairness and Bias in Multimodal AI: A Survey

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T18:47:20.758100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cdec0b2-3488-41ab-9e93-2bb9b3c0b1c4 · inbound

Automated Evaluation of Gender Bias Across 13 Large Multimodal Models cites this paper.

Automated Evaluation of Gender Bias Across 13 Large Multimodal Models Fairness and Bias in Multimodal AI: A Survey

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T23:07:45.283518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddb226f4-f82d-4963-9abd-3ef4a468a615 · inbound

Counterargument for Critical Thinking as Judged by AI and Humans cites this paper.

Counterargument for Critical Thinking as Judged by AI and Humans Fairness and Bias in Multimodal AI: A Survey

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:16:08.302973Z

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 d2740557-c80f-47cb-a52d-9a8d0075617e · inbound

Symphony of Bias: Exploring Gender Associations with Musical Instruments in Multimodal LLMs cites this paper.

Symphony of Bias: Exploring Gender Associations with Musical Instruments in Multimodal LLMs Fairness and Bias in Multimodal AI: A Survey

Reference 106

Resolution: unresolved; no resolver link, observed 2026-08-01T17:37:59.999862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.