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Paper Citation Record · LEDGER

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines

As of 7 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2506.09107.

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

pith.paper-citation-record.v1
2506.09107 v1

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:00:54.068070Z

measured 57 of 57 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 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

  • verified exact2
  • verified fuzzy43
  • unresolved12
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8a06686a-9bfb-42f9-8eb0-2a8bb95e3a65 · outbound

This paper cites an unresolved cited work.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Unresolved cited work

Reference 1

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Source-reported events for the cited work

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Observation 53488415-c2dd-4616-956b-868b557ce2fc · outbound

This paper cites Digitized trust in human-in-the-loop health research.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Digitized trust in human-in-the-loop health research

Reference 2

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

source=pdf_text observed=2026-08-07T05:00:52.603465Z digest=sha256:5028602b93938077e14849d20fcd110b1ed1e5c73e60bccd8925863f0cd34b27

Observation 23825948-09a3-457e-9679-ce0db1e89de2 · outbound

This paper cites Uncovering bias in personal informatics.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Uncovering bias in personal informatics

Reference 3

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

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Observation 2b233644-5c54-4965-8f47-ffae106f01a5 · outbound

This paper cites Trust in ai-assisted decision making: Perspectives from those behind the system and those for whom the decision is made.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Trust in ai-assisted decision making: Perspectives from those behind the system and those for whom the decision is made

Reference 4

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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.

source=pdf_text observed=2026-08-07T05:00:52.799766Z digest=sha256:bc5412382c897f06fbe9417e12b8d8c9576c7cb07166ab4703eec79310ad9223

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

This paper cites Fairness and Bias in Multimodal AI: A Survey.

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

Reference 5

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:00:52.918455Z digest=sha256:017a1075866a71dd365a6ef62b6afd9a01ad899bffe267911bb64fa85cdd5f1b

Observation 514811ab-09a2-415e-9a61-0ace729e95ea · outbound

This paper cites Caton and C.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Caton and C

Reference 6

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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.

source=pdf_text observed=2026-08-07T05:00:53.045094Z digest=sha256:a1926bf7e21802ec9ebffca198f413da96b7aabd03eca097923f37b8738a82f3

Observation 551b53be-d626-4f5d-96c6-3f53427e0b07 · outbound

This paper cites Fairness and bias in artificial intelligence: A brief survey of sources, impacts, and mitigation strategies.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fairness and bias in artificial intelligence: A brief survey of sources, impacts, and mitigation strategies

Reference 7

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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.

source=pdf_text observed=2026-08-07T05:00:53.155796Z digest=sha256:72368f5148f7a9387252eebf56d79b356362b5ffbc1d3fb14f35289d4fb75f29

Observation d03b7c7f-b17f-4035-9b72-5aec75831545 · outbound

This paper cites Bias mitigation for machine learning classifiers: A comprehensive survey.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Bias mitigation for machine learning classifiers: A comprehensive survey

Reference 8

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

source=pdf_text observed=2026-08-07T05:00:53.240079Z digest=sha256:3dfbae9ce234d50abbda2a0df36ba267be1e9f56c518730476a43c13bf099566

Observation 77a0dc8f-40a3-4fb0-9693-8cfa104f6314 · outbound

This paper cites A survey on bias and fairness in machine learning.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines A survey on bias and fairness in machine learning

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 79be0427-2402-48c8-806a-feef6863cbca · outbound

This paper cites Fair enough: Searching for sufficient measures of fairness.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fair enough: Searching for sufficient measures of fairness

Reference 10

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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.

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Observation d9d06026-434f-4a1f-807e-1bef39f4588d · outbound

This paper cites The possibility of fairness: Revisiting the impossibility theorem in practice.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines The possibility of fairness: Revisiting the impossibility theorem in practice

Reference 11

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

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Observation d83302fc-7bc3-4151-944a-1276ed401f84 · outbound

This paper cites Fair Enough? A map of the current limitations of the requirements to have fair algorithms.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fair Enough? A map of the current limitations of the requirements to have fair algorithms

Reference 12

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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.

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Observation 5662b5ca-2770-4793-a51c-991335b03e25 · outbound

This paper cites The (im) possibility of fairness: Different value systems require different mechanisms for fair decision making.Communications of the ACM, 64(4):136–143, 2021.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines The (im) possibility of fairness: Different value systems require different mechanisms for fair decision making.Communications of the ACM, 64(4):136–143, 2021

Reference 13

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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.

source=pdf_text observed=2026-08-07T05:00:53.739442Z digest=sha256:32b1fce390c4243fc832eb507dfce451783c479303b17fa5344b900ab011c095

Observation 7fe52ad9-8d1f-4cd0-9aea-4c7cd9e39807 · outbound

This paper cites Humans’ bias blind spot and its societal significance.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Humans’ bias blind spot and its societal significance

Reference 14

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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.

source=pdf_text observed=2026-08-07T05:00:53.820723Z digest=sha256:7824335d78e11edfd11093d92a7a16ae9506621cfcf693540f24ef7319ed1536

Observation b1f513d2-cb80-4c43-ae03-8eab776ee931 · outbound

This paper cites Cognitive biases that are warping your perception of reality, 2021.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Cognitive biases that are warping your perception of reality, 2021

Reference 15

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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.

source=pdf_text observed=2026-08-07T05:00:53.934366Z digest=sha256:09eb059a17258d9b25ffb5c7b5ba4b481abbc0a56a1cecaddea504cc0ccdeb78

Observation 8f72cba1-3769-4681-9c75-230ba1280e23 · outbound

This paper cites Judgment under uncertainty: Heuristics and biases.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Judgment under uncertainty: Heuristics and biases

Reference 16

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

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Observation 427e2438-3e31-4200-bf71-66f5691f7a40 · outbound

This paper cites Responsible artificial intelligence—from principles to practice: A keynote at thewebconf 2022.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Responsible artificial intelligence—from principles to practice: A keynote at thewebconf 2022

Reference 17

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Observation d070b114-785b-4028-912c-60012928a528 · outbound

This paper cites Overcoming the pitfalls and perils of algorithms: A classification of machine learning biases and mitigation methods.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Overcoming the pitfalls and perils of algorithms: A classification of machine learning biases and mitigation methods

Reference 18

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

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Observation a9506bc4-e0da-437a-937e-38d0284612a7 · outbound

This paper cites Towards a standard for identifying and managing bias in artificial intelligence, volume 3.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Towards a standard for identifying and managing bias in artificial intelligence, volume 3

Reference 19

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

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Observation d50c68b9-6cc9-4b39-9378-85dd35bf2197 · outbound

This paper cites A Collaborative, Human-Centred Taxonomy of AI, Algorithmic, and Automation Harms.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines A Collaborative, Human-Centred Taxonomy of AI, Algorithmic, and Automation Harms

Reference 20

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source=pdf_text observed=2026-08-07T05:00:53.983518Z digest=sha256:4951424aee917bc3c44051ad8397909bbc3aec9a97c7a274fe1ef08b69d4a034

Observation a8ed0938-550e-426a-876a-0fb813528e2e · outbound

This paper cites Erc science journalism initiative, 2024.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Erc science journalism initiative, 2024

Reference 21

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

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Observation d33480f7-2a90-44f0-ba59-19e9e16d85c7 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 22

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source=pdf_text observed=2026-08-07T05:00:53.988323Z digest=sha256:3aeb7c99397e3c56e67e318728ada55b244c7e79b67d12c346835e5c3be1b34e

Observation c55e05c6-931e-4c90-8f36-b14de0e1e057 · outbound

This paper cites Generative ai service implementation using llm application architecture: based on rag model and langchain framework.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Generative ai service implementation using llm application architecture: based on rag model and langchain framework

Reference 23

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

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Observation ac83a855-9a39-4049-87b6-360829feeda5 · outbound

This paper cites A fine-tuning enhanced rag system with quantized influence measure as ai judge.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines A fine-tuning enhanced rag system with quantized influence measure as ai judge

Reference 24

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

source=pdf_text observed=2026-08-07T05:00:53.993868Z digest=sha256:35c3359fe1d2a6f3daceb4283ba63e2f8c346fb16321c65ab0c502a54512d2f9

Observation 13662961-19f7-4b1b-b186-42dc1e79fd5a · outbound

This paper cites Fairerml: An extensible platform for analysing, visualising, and mitigating biases in machine learning [application notes].

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fairerml: An extensible platform for analysing, visualising, and mitigating biases in machine learning [application notes]

Reference 25

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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.

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Observation 44205cc2-c948-4e88-8e02-50d8bf4d0a64 · outbound

This paper cites Knowledge graphs: Opportunities and challenges.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Knowledge graphs: Opportunities and challenges

Reference 26

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

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Observation 888e47eb-635a-4ae2-b9d5-263c5a170686 · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:00:53.999846Z digest=sha256:6e7cc0dc1b9f03dbd18742e069b4f36a357705a9ab3bb0ee86c9db4fc688ac7d

Observation 4764db83-c5cb-404a-bd12-44f6d68da0e8 · outbound

This paper cites Comprehensible artificial intelligence on knowledge graphs: A survey.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Comprehensible artificial intelligence on knowledge graphs: A survey

Reference 28

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raw_fallback, observed 2026-08-07T05:00:54.948684Z

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.

source=pdf_text observed=2026-08-07T05:00:54.002355Z digest=sha256:28b18d54f621adfef08b3ae0311d2ffe115f2f44ccda641ce8df3dbef6a54807

Observation 425701bb-fd32-4569-ab32-d04c6d20fe06 · outbound

This paper cites Practices for governing agentic ai systems.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Practices for governing agentic ai systems

Reference 29

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raw_fallback, observed 2026-08-07T05:00:54.942060Z

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.

source=pdf_text observed=2026-08-07T05:00:54.004503Z digest=sha256:25cdb79999363580e9504efe2c276537d560ef34dc1e677de8f192c4ed799ed7

Observation 1b14b7ce-9da1-4a1b-9451-565dcfcb7d62 · outbound

This paper cites Recursive introspection: Teaching language model agents how to self-improve, 2024.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Recursive introspection: Teaching language model agents how to self-improve, 2024

Reference 30

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raw_fallback, observed 2026-08-07T05:00:54.935162Z

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.

source=pdf_text observed=2026-08-07T05:00:54.006686Z digest=sha256:f92fe0091014ff1572f514dc289b29eb562dd30ed05cf8d68e2e5273257c900c

Observation e3dba6f8-b3dd-47a1-8bda-2387013b4695 · outbound

This paper cites Harms from increasingly agentic algorithmic systems.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Harms from increasingly agentic algorithmic systems

Reference 31

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raw_fallback, observed 2026-08-07T05:00:54.927890Z

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.

source=pdf_text observed=2026-08-07T05:00:54.008734Z digest=sha256:53adbf19d3df63846bec5ba5e7b0318e4cf04999dadd8511061f7931656d9664

Observation 0bbe4da3-6fd5-4a38-8287-f0bb942f689a · outbound

This paper cites Fundamental limitations of generative llms.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fundamental limitations of generative llms

Reference 32

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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.

source=pdf_text observed=2026-08-07T05:00:54.011020Z digest=sha256:b500091b94d7595ce49e14ae1e37406c9be06f2ba49ade90c7fe359022bcbedc

Observation 108d3e9c-9725-419f-a69c-a54c5c5121a7 · outbound

This paper cites Artificial intelligence, trust, and perceptions of agency.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Artificial intelligence, trust, and perceptions of agency

Reference 33

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raw_fallback, observed 2026-08-07T05:00:54.817029Z

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.

source=pdf_text observed=2026-08-07T05:00:54.013137Z digest=sha256:28075a5681ab6009699fc82aa234853cdc1dd0d7452ab9cc2b059302f49c21ec

Observation c3400c7d-9920-49dd-9355-f2c9f248d391 · outbound

This paper cites Fft: Towards harmlessness evaluation and analysis for llms with factuality, fairness, toxicity, 2024.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fft: Towards harmlessness evaluation and analysis for llms with factuality, fairness, toxicity, 2024

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.764378Z

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.

source=pdf_text observed=2026-08-07T05:00:54.015926Z digest=sha256:9b4860f7c477be4d3e792e33d64135ee31faa5c66a08183ff0ea052aff054231

Observation 4bbbcc11-12f8-42a1-8f7e-e1bd4ca8eee4 · outbound

This paper cites Gender fairness in llms using prompt engineering and in-context learning.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Gender fairness in llms using prompt engineering and in-context learning

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.695980Z

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.

source=pdf_text observed=2026-08-07T05:00:54.018123Z digest=sha256:fb580c82bd7bc0e5aa59e5d3cb88b5f5f0ae339ce0d37e25d1d1a744b19a0437

Observation ad418305-4730-4bfd-972b-edde6200e820 · outbound

This paper cites From ’showgirls’ to ’performers’: Fine-tuning with gender-inclusive language for bias reduction in llms, 2024.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines From ’showgirls’ to ’performers’: Fine-tuning with gender-inclusive language for bias reduction in llms, 2024

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.650213Z

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.

source=pdf_text observed=2026-08-07T05:00:54.020233Z digest=sha256:a2fde3ec766f0de1e209c638fd8c1a12ebb9068aa924edc4cfe8531a650aaf9c

Observation 9771862c-02db-46e3-82a3-b2189a98eba0 · outbound

This paper cites Air: Adaptive incremental embedding updating for dynamic knowledge graphs.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Air: Adaptive incremental embedding updating for dynamic knowledge graphs

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.578081Z

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.

source=pdf_text observed=2026-08-07T05:00:54.022452Z digest=sha256:5eb316d7aacc66bd94d42d37e3e313fda4c01c7dbb8b7a3738cb6f66a54f08a2

Observation 7142a2ca-00ca-49cd-a2a4-6dbac9b85bb5 · outbound

This paper cites Knowledge graph embedding: A survey from the perspective of representation spaces.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Knowledge graph embedding: A survey from the perspective of representation spaces

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.514939Z

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.

source=pdf_text observed=2026-08-07T05:00:54.024997Z digest=sha256:e825d368bf81659935260b47241bc4dfbe1d8c3ab7567b6cb62a65b298ef4b82

Observation a167e5a1-5e47-433f-a9e9-d74aaff80a69 · outbound

This paper cites Making large language models perform better in knowledge graph completion.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Making large language models perform better in knowledge graph completion

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.444353Z

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.

source=pdf_text observed=2026-08-07T05:00:54.027074Z digest=sha256:6ac9e3ff9a4f814a0f6ee2089de59eb0bdf59262c87ce47bd3f5406765de54a2

Observation 250b46ab-60f3-4bf7-8e4d-6bea44bba096 · outbound

This paper cites Glam: Fine- tuning large language models for domain knowledge graph alignment via neighborhood partitioning and generative subgraph encoding.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Glam: Fine- tuning large language models for domain knowledge graph alignment via neighborhood partitioning and generative subgraph encoding

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.380266Z

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.

source=pdf_text observed=2026-08-07T05:00:54.029433Z digest=sha256:0578610aaeab30d915ec283d47385a9cb2daee1cb84319edd99de32d01c0e4f6

Observation a06be765-b0a1-4434-b4e3-f609b1e67cd2 · outbound

This paper cites A comprehensive survey on automatic knowledge graph construction.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines A comprehensive survey on automatic knowledge graph construction

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.346929Z

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.

source=pdf_text observed=2026-08-07T05:00:54.031495Z digest=sha256:e91dbc836fd954e2b35a1e0f7e1890a16d2aed954cdc2fd5da1e4cfbde089724

Observation d4800475-acda-4013-b7f0-de07cfdf4025 · outbound

This paper cites Fairrag: Fair human generation via fair retrieval augmentation.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fairrag: Fair human generation via fair retrieval augmentation

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.310687Z

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.

source=pdf_text observed=2026-08-07T05:00:54.034043Z digest=sha256:1183a98c89d9a2c90927a025721f2a7dd77edf40a417fabe8e69c4a074f08cd7

Observation 4fef51c7-e1d4-45d2-aa00-7f66ab942a95 · outbound

This paper cites The eu artificial intelligence act “up-to-date developments and analyses of the eu ai act, 2024.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines The eu artificial intelligence act “up-to-date developments and analyses of the eu ai act, 2024

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.277652Z

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.

source=pdf_text observed=2026-08-07T05:00:54.036125Z digest=sha256:6303c173682e8d6152b3a468b5d6fb96b1cf9430d551b12641bfb05ee88c08ab

Observation 867146af-1555-48ab-93e5-d35be8545bc2 · outbound

This paper cites Reflexion: Language agents with verbal reinforcement learning.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Reflexion: Language agents with verbal reinforcement learning

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T05:00:54.038079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:00:54.038079Z digest=sha256:0b76cd31a71ab2d0d8917c22a7d5d19cf89f3927f321d8545eb591397ee6763f

Observation 25b04b3a-1c54-4207-a0a6-8d24e68d8665 · outbound

This paper cites Fairness in Agentic AI: A Unified Framework for Ethical and Equitable Multi-Agent System.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Fairness in Agentic AI: A Unified Framework for Ethical and Equitable Multi-Agent System

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T05:00:54.040575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:00:54.040575Z digest=sha256:497f778ebd4740dfed31bc50a8f398b1c54bc7040203fe00cecbfd56fa64be4e

Observation ca66c820-8b79-4f45-9611-753eac2d4091 · outbound

This paper cites an unresolved cited work.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T05:00:54.043499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:00:54.043499Z digest=sha256:0f1c92acef117b2abd3e1121d46052d5e4fd445632b12895a5669441bd87ce90

Observation f8b8fb26-f332-49aa-8a2c-cfb4a0101e80 · outbound

This paper cites Igniting language intelligence: The hitchhiker’s guide from chain-of-thought reasoning to language agents.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Igniting language intelligence: The hitchhiker’s guide from chain-of-thought reasoning to language agents

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.253847Z

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.

source=pdf_text observed=2026-08-07T05:00:54.045615Z digest=sha256:88d04d4a8fc80a9e58e1e827bb398b41d3c8dbda4e08b22a1d39f56649935bd3

Observation fa4919cb-4133-466b-8fa6-ad50041b38f7 · outbound

This paper cites Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T05:00:54.047516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:00:54.047516Z digest=sha256:16518807f734d355455b2f89fb3732f0c2c3e6cae65fd77899c1f12a6e37667d

Observation a9db8c15-0d5b-4a4b-b07a-053710f948b4 · outbound

This paper cites Learning to communicate using a communication critic and counterfactual reasoning.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Learning to communicate using a communication critic and counterfactual reasoning

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.241369Z

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.

source=pdf_text observed=2026-08-07T05:00:54.049611Z digest=sha256:23a7a48eca70ce7e1ec669561383b5df49f17eadc1529b30e1530f79fb7c8240

Observation ba0526b9-61a1-4015-bf7c-519a6aafea28 · outbound

This paper cites AI, Meet Human: Learning Paradigms for Hybrid Decision Making Systems.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines AI, Meet Human: Learning Paradigms for Hybrid Decision Making Systems

Reference 50

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:00:54.101260Z

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.

source=pdf_text observed=2026-08-07T05:00:54.052164Z digest=sha256:4f362c0f13f73972a129eed7e51b12b513b669a5e47d63c2a7260f9da339dbcf

Observation 53620acb-f7a8-437b-b772-546843ce8162 · outbound

This paper cites Akbar, A.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Akbar, A

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.225732Z

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.

source=pdf_text observed=2026-08-07T05:00:54.054363Z digest=sha256:eff06d183bc37eb89c34d8bbe84c843ce87e9a490be1f65f9d9477e47af431e3

Observation d35cb7c3-9a83-411c-a8d3-30d13e2f3ab9 · outbound

This paper cites Human-in- the-loop machine learning: Reconceptualizing the role of the user in interactive approaches.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Human-in- the-loop machine learning: Reconceptualizing the role of the user in interactive approaches

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.213314Z

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.

source=pdf_text observed=2026-08-07T05:00:54.056423Z digest=sha256:7cdd33f2814604996c505eeae86e078048b7697a6c4d1894d49c3afd11050254

Observation 593a0e15-5329-458a-8067-a7944e90e5b6 · outbound

This paper cites Symphony: Composing interactive interfaces for machine learning.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Symphony: Composing interactive interfaces for machine learning

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.192836Z

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.

source=pdf_text observed=2026-08-07T05:00:54.058814Z digest=sha256:d227b9fd0f267452ec6c4946e169ac0159c68eb418eb7f155e0ede017c3f487b

Observation 9a18eab6-da85-4538-ae08-875697479508 · outbound

This paper cites Human-in-the-loop machine learning: a state of the art.Artificial Intelligence Review, 56(4):3005– 3054, 2023.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Human-in-the-loop machine learning: a state of the art.Artificial Intelligence Review, 56(4):3005– 3054, 2023

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-07T05:00:54.061577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:00:54.061577Z digest=sha256:505b92f35d03f4202d4e4d9bb9a666bc08961d9e251072b85aa13e102b505cc3

Observation 6f5da340-682f-4c71-8d6c-04228e2ddf87 · outbound

This paper cites Superintelligent Agents Pose Catastrophic Risks: Can Scientist AI Offer a Safer Path?.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Superintelligent Agents Pose Catastrophic Risks: Can Scientist AI Offer a Safer Path?

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-07T05:00:54.063654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:00:54.063654Z digest=sha256:151fda5661e285c7fc95c36e1527480a47115a1457fd4d4c56e8f07a0f15891f

Observation ab4d30a6-a521-4006-8d31-acbbd0dc509b · outbound

This paper cites Intelligent agents in ai really can work alone.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines Intelligent agents in ai really can work alone

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.174608Z

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.

source=pdf_text observed=2026-08-07T05:00:54.066043Z digest=sha256:352d64f9e285358af3a26058129b6d94bc651718091d7e1938d8fa46606deee0

Observation 1c4b4320-abef-4b0a-ba66-43d9762b8b91 · outbound

This paper cites The state of algorithmic fairness in mobile human-computer interaction.

FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines The state of algorithmic fairness in mobile human-computer interaction

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.159142Z

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.

source=pdf_text observed=2026-08-07T05:00:54.068070Z digest=sha256:f9676d5a70685d77ad235314a8047fb937490c12a89e7c2bcf9c18c1b83a5921

Pith citing papers

No inbound Pith citation observations are available.