Pith. sign in

Paper Citation Record · LEDGER

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

As of 17 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 2026-08-17T06:30:58.91139+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
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

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

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:00:55.119394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:52.525880Z digest=sha256:e321c8163d0c27250ac78be24ae4763a96ebf8766133ac1f8e8ca28ab75bccd7

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:55.111004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:52.603465Z digest=sha256:126045d77367f6e17bda7b8bd12576e7bf18a7b804215d2ebf670292ee29f703

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:55.101438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:52.696159Z digest=sha256:c4f0cc5350015908ad77d18b6394c2a3cad41719d53c498bdf4adb5dd27c976a

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:55.092170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:52.799766Z digest=sha256:fba0893eb189b204e5a831cab3842cc6cfb5aeefa5c4b703c3cd89610b64981c

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

Resolution
unresolved
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:a16a0aa34c37da5b4a343a6ae655bca2b9ead880c3b93cc029ad3e0ec4c13dea

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:55.082536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.045094Z digest=sha256:3287d5b058e8c4c94446b9bd32f0eeb838dce251638c37a62f4ce21356746fc5

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:55.072937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.155796Z digest=sha256:88ef90eddc4683e92f57c02967da928d793e6e025ded3a518b8702b47eb3aa05

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:55.062406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.240079Z digest=sha256:10bf653cb2b2f9d853ff38ea49b455f943f42f19af9fc8b241509a91acb7f1b1

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:00:53.348443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:00:53.348443Z digest=sha256:3e765e439cadc9f2cd7a8dd0230e56dc3ca4b6d48b42bd83db25663afe3c57dd

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:55.049373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.439543Z digest=sha256:c8a60e7c966c2f5cbd69a1b07d7f5029869712666a019b460533f8482d45c33c

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:55.041164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.546015Z digest=sha256:c8529079e01b8c7eea5c95af0b0eb41b908dc9d1c522dfe6242a30b17c74cc10

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

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:00:54.144276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.667002Z digest=sha256:c961836bbb569fee3b6e52e9b1b0b278f39548b229d9f47f4f4493f3a130496e

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:55.033798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.739442Z digest=sha256:be5416eb907d6f4024b1cbe791f3b0d81e0e05e0eb6373f2bc61e6bceb4800a8

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:55.025968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.820723Z digest=sha256:433a9efdc3e2c5d6b40c794f0e31c5a448da5b390d49f2a9d2c7144c6ac3f60a

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:55.018562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.934366Z digest=sha256:42d4238266674cea530b6dc846f40bccef8c6830d4d62e097741d52cf6ab0c36

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:55.011353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.963335Z digest=sha256:c9d22c21b7f7163870f1162916610e5fb519345b0475de4ed3692b7873fe50ee

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:55.004345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.967908Z digest=sha256:e8b387bcea56da5940ac716ef8d9e29d5e1194175d7a9513cc68b728f57c7e22

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.997225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.970467Z digest=sha256:b2a727ac5e1717936467601c79f0414dcd12c9e558d34f661608f64b6daf89a8

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.990013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.972656Z digest=sha256:d60900f0fe6d3249f04ed855510ae56e942c385ce61e3dcee71f6c10823c881d

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:00:53.983518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:00:53.983518Z digest=sha256:2e9ed0e1753ade6353134c6e42d1ead77621f0512ac880b3c44c06d513b9fb3a

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.983096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.986338Z digest=sha256:f093a6eb1e452a5906f34418378c3e037f22e59fe39d8bd017c24c12b4929315

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:00:53.988323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:00:53.988323Z digest=sha256:6ca1c61e235fa8440ea25426911721f4a2fa45fef664f397611818f01bc98daa

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.976403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.990671Z digest=sha256:146a2d35f8d0bfc75c4a973d45e3104f8129dbb50eb0dccf4bfa098246acc881

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.969274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.993868Z digest=sha256:ba2b23c2bc4f8f3fdb00335cd72c47edfa43c77cfa7ec1f8a2dbc617b850499f

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.962524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.995944Z digest=sha256:034b928dc9034eb9a97401dedea2f76957d5585f95ce6e944150e3e9196cd43d

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.955590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:53.997847Z digest=sha256:574dc5d81319167d22bb7bf47ac82775dc279da23f2bc02786be08388da81383

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:00:53.999846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:00:53.999846Z digest=sha256:e7ff78e0340d2ca57bf7d1135c9b0319e006cca7dc441a8cc25de3b922202b58

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

Resolution
verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.002355Z digest=sha256:86d6398a45fcc751d5972c6420d1176033b34908ee20d346eeb5f7a1948be43f

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

Resolution
verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.004503Z digest=sha256:e45ee8aedbed68716ad893b14e3e7b50bf1b9d4424e659a7d8bf69f704eb57ac

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

Resolution
verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.006686Z digest=sha256:e34002470a1ce25a25b12a7f703bc6969b0da1cacacfa7a27397a41ea6b27b3c

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

Resolution
verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.008734Z digest=sha256:4326787f51cbb8b1039d9e9301d48b078f5057f85397c1c2d86a598c5db3c775

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:00:54.874517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.011020Z digest=sha256:26969ebba6588c018e7f888aa26653a742c09befd2bb4c6f62182245d001b60e

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

Resolution
verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.013137Z digest=sha256:970825bd4cd02c3ef76c8104e041ae62e63b73ec657c68264fc32d2f0a8b6400

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.015926Z digest=sha256:5c7cfe3a867f78c425cd67e438acabf8ede390587b11b23ee21e5ce63cfbd23d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.018123Z digest=sha256:44bbcceef67da46a76bb196a10824fcf81d32ce90021eac5066d71babcb819e5

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.020233Z digest=sha256:80c52732558395523068a660034a736a30cc0e573938543b6a0dee91f2611ae9

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.022452Z digest=sha256:f809e6ef1d78e71bdff427f8f51e25ef597e968bc646398713546f854f912b38

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.024997Z digest=sha256:4c5952144c7588152235c07e581fb76c72343deab3fde981257f57b3db1a0848

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.027074Z digest=sha256:4364e9d5d5d3dea74994d073fc18e1a3356678a553ea70424fbbb626d40d58ac

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.029433Z digest=sha256:824541e5d616e4600051eb0a05194984ffa767dc1e6dd05ee84de9a14ccdca84

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.031495Z digest=sha256:1b5320de578ac408816c2bae7857b97f292ebfffd3894fa4adca66194b400471

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.034043Z digest=sha256:025e634e381bf035e78bff50582be0bd5d40f57d303a516a6b9fa36e3a6bacb8

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.036125Z digest=sha256:c55669afa377c6a2fcf2b8d1c45d4c9f522ba37ee9f7b7a27f00fc61fa2f03df

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:d492ba507c146618e93cd328e032317691b58d5480e8ddbc1e0e912803b528c7

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=sha256:86c7eaca8e077168b380356566ad1351231e06aa485a300f926d7fcd11c93bf1

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:d3dc4a3501db794c0d6032ccb94c64520ea86eb01adca1ce70f20cb93c6323b4

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.045615Z digest=sha256:5a5ecf2d766ca7e79e36dbc9d09494d7f7a1403d609b100a0eccc771bdd87262

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:a888a953c08b9a66cf88c3c494eb90aed402fddaa6c1664aae25a8580284eaa6

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.049611Z digest=sha256:95b48404678052b0f0a0a52d5608b0b04574a4d02c8b8362fc9480896ad89370

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.052164Z digest=sha256:3ee23866eb79cb813f1601a88f6de923e2382d8080a3cc071879351f22f1e5d7

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.054363Z digest=sha256:f0f71fc2724ca937275015aaedf8cdcf3014416cca6041faa59dc72a97cbe72e

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.056423Z digest=sha256:5a09d32150614ca23bb00905a58d781ae4c5478f37e94e255bf5ac2dd5f6a0fd

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.058814Z digest=sha256:7bd61fec12cfa4b0c1648c14dc28c16f5ef8e749b157c8d602741e9a0a49f0fa

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=sha256:62fb69e456052cf6866ffcd81cf41aca026f83808c540039a49398e1b289e438

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=sha256:5f91a210501e39edbb21ab48c11bb49a24d8d9653b4616f487661799cebb8d53

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.066043Z digest=sha256:af8fcbde59b99878892df324e921e367f16c130133a016a22eaeee6d754fcd3c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:00:54.068070Z digest=sha256:d61c3c6fffcad5b8aa54049c910e736352b7e880b17d32387417643a4ec4efb1

Pith citing papers

No inbound Pith citation observations are available.