Paper Citation Record · LEDGER

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy

As of 24 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2509.00109.

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

pith.paper-citation-record.v1
2509.00109 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:46:28.202188Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

42 of 42 outbound references displayed

verified exact4
verified fuzzy2
unresolved32
parse uncertain0
malformed identifier3
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 593ab06d-8671-49da-a135-4054edd312ab · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.013190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c168a99-5062-4341-82d9-9e4ab16da3c7 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:46:30.028393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f17226b0-6219-4b62-b735-9d90fd3eb7b6 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.023239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fcf15e1-d0c1-452c-bb34-e36be6cf2f66 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:46:30.013120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 11352941-0893-42a6-a8ae-7b12cb237e0e · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.032513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 570650e0-cd35-414c-a600-87762a8977b2 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:46:29.997774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7d5b1d0a-7cc2-4bfd-a1e3-9fde034de8d8 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.046489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 369aec15-cfab-493a-89c2-79987acbdbcc · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.051229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf2d84f0-cee9-42f1-aac6-532532b79bce · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.055572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a838b455-fd79-4dc4-b85c-30a98d2e1921 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.059931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 342783dd-d537-4de7-bcbb-11f2c1baa8c3 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.064061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7b4d9ab-9aeb-41e2-8bcc-96e79a6a5803 · outbound

This paper cites Ekstrand, and Christine Bauer.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Ekstrand, and Christine Bauer

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.068602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de09e203-ad87-4cef-9a61-0ad197b71ffd · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.077063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c1d0c36-20ea-4be0-8799-067ce5f40817 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.081262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d6bf655-e729-4725-8528-f86ade477a23 · outbound

This paper cites Enhancing New-item Fairness in Dynamic Recommender Systems.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Enhancing New-item Fairness in Dynamic Recommender Systems

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:46:28.356286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e27e5964-26ef-4eeb-9d5e-aa40e93cd5d8 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.090407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e91e848-0022-40c0-ad7d-81229274cfab · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.094692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d946bf6-e228-413f-8821-0877fa054efa · outbound

This paper cites Zhang, Mark Harman, and Federica Sarro.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Zhang, Mark Harman, and Federica Sarro

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:46:29.982412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 218f5dce-ef17-4ec0-bef7-ab7b59b09920 · outbound

This paper cites 2025.AI Engineering: Building Applications with Foundation Models.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy 2025.AI Engineering: Building Applications with Foundation Models

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:46:29.967400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d28d9993-93c5-49a8-bf4f-eb6b3b344a1c · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.112873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f56ca89a-0c60-482f-8596-3557ab649af5 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 22

Resolution: malformed identifier; no resolver link, observed 2026-08-15T16:46:28.117127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61ff3a3b-1cbe-43aa-a8ba-adc8123c1659 · outbound

This paper cites Modeling and Counteracting Exposure Bias in Recommender Systems.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Modeling and Counteracting Exposure Bias in Recommender Systems

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.121357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8b4e3ef-80cc-44bf-ac69-a77b46baf276 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.125874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26a93d8b-b000-4694-b51f-499c508288e8 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.130400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57a40ecc-92d8-4731-b623-00634682cd95 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 26

Resolution: verified exact; doi, observed 2026-08-15T16:46:28.308501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4bc01ebf-221b-4557-87dc-5c586eec80de · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.139640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e867eeb-d748-45ce-88fb-95ca7dc38c2e · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 28

Resolution: malformed identifier; doi_truncated, observed 2026-08-15T16:46:29.153389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7e266e0b-9c49-4051-a68b-3a46806cf0e6 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.148340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6c33824-c920-4c79-ba67-7b02359948e9 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.152540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bda91e20-e124-4894-835e-ced32abc05e6 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.156685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 530f17ff-372d-4249-99f1-cec04836e301 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 32

Resolution: malformed identifier; doi_truncated, observed 2026-08-15T16:46:28.284461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation aceed67e-c4d0-4b48-8340-b1d688174899 · outbound

This paper cites FairSense: Long-Term Fairness Analysis of ML-Enabled Systems.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy FairSense: Long-Term Fairness Analysis of ML-Enabled Systems

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.165999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4680e317-bcef-4563-ab61-26eada0bf865 · outbound

This paper cites Chi, and Minmin Chen.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Chi, and Minmin Chen

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.170776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ffe5fae-078d-424e-accc-69cd1c2c4ac2 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 35

Resolution: verified exact; doi, observed 2026-08-15T16:46:28.256023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a9a5ba08-a059-4904-a344-1cc4d29ff126 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 36

Resolution: metadata mismatch; raw_fallback, observed 2026-08-15T16:46:28.778896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f99aae36-e315-4459-8652-625d25fd0174 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.184918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1c29ee0-46dc-4b39-8b1f-b0c01badce32 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.189262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15723a24-a9ac-4a4d-9295-156792b41906 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.193529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8053903-45a0-4926-a397-8ce71a69546e · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.197887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04a0f539-d239-4bf9-b0d6-180d7359a656 · outbound

This paper cites Exploring the Escalation of Source Bias in User, Data, and Recommender System Feedback Loop.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Exploring the Escalation of Source Bias in User, Data, and Recommender System Feedback Loop

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.202188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad115c7c-b80d-44fd-9694-6fb39c81482b · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 2022

Resolution: verified exact; doi, observed 2026-08-15T16:46:28.388379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 49876f67-ec54-4be6-b276-3d0380a288b2 · outbound

This paper cites an unresolved cited work.

Bias Mitigation for AI-Feedback Loops in Recommender Systems: A Systematic Literature Review and Taxonomy Unresolved cited work

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T16:46:28.103917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.