Paper Citation Record · LEDGER

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs

As of 23 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 1 inbound Pith citation observation for arXiv:2509.08156.

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

pith.paper-citation-record.v1
2509.08156 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T21:12:05.666910Z

measured 16 of 16 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-21T20:25:14.754382Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T20:25:34.720357Z

Reference resolution

15 of 15 outbound references displayed

verified exact0
verified fuzzy0
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9f52ae24-1a69-4853-b16b-96a34b378c2c · outbound

This paper cites 2023.Fairness and machine learning: Limitations and opportunities.

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs 2023.Fairness and machine learning: Limitations and opportunities

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T21:12:05.588064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfb5e4dc-c338-4a2e-a670-9e500ac0b237 · outbound

This paper cites an unresolved cited work.

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-04T21:12:05.985297Z

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 64d8307a-7c43-46b7-93fb-0830c487994c · outbound

This paper cites an unresolved cited work.

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-04T21:12:05.968386Z

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 f989cd67-a650-417d-9ab0-505fbb9c3157 · outbound

This paper cites an unresolved cited work.

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-04T21:12:05.947411Z

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 4eb1aa05-c326-423b-b94f-3814aab3f2a3 · outbound

This paper cites Friedler, Carlos Scheidegger, and Suresh Venkatasubramanian.

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs Friedler, Carlos Scheidegger, and Suresh Venkatasubramanian

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T21:12:05.613651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1c7fb47-1cce-4bf7-8cd5-d751fa287b9a · outbound

This paper cites an unresolved cited work.

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-04T21:12:05.929448Z

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 7760b0d4-bb7e-4e98-99ba-8e34d2c6a0d8 · outbound

This paper cites an unresolved cited work.

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-04T21:12:05.908746Z

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 0d24ba5d-8f37-4be7-ac5e-980163446d03 · outbound

This paper cites Towards Standardizing AI Bias Exploration.

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs Towards Standardizing AI Bias Exploration

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T21:12:05.631573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9484644c-3aa2-46ea-b367-01dbeefea123 · outbound

This paper cites an unresolved cited work.

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-04T21:12:05.890917Z

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 6abe514a-99ef-433d-aeab-ede08a295c85 · outbound

This paper cites an unresolved cited work.

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-04T21:12:05.869626Z

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 49a5e620-4bf4-4a17-bc81-b44fbb435350 · outbound

This paper cites an unresolved cited work.

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-04T21:12:05.837387Z

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 25670781-0ce8-4638-8482-463d91487ab3 · outbound

This paper cites Exploring Fusion Techniques in Multimodal AI-Based Recruitment: Insights from FairCVdb.

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs Exploring Fusion Techniques in Multimodal AI-Based Recruitment: Insights from FairCVdb

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T21:12:05.651796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5af793ce-8d89-493e-b540-cd610fdc22ca · outbound

This paper cites an unresolved cited work.

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-04T21:12:05.809354Z

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 ec8fd7d3-0f30-4a10-8c82-c4dc0b61789e · outbound

This paper cites an unresolved cited work.

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T21:12:05.661759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b4844b6-4fe9-4c42-ab03-f30806e13e9a · outbound

This paper cites an unresolved cited work.

MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-04T21:12:05.769091Z

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.

Pith citing papers

Observation cbd2c9e5-ed90-48ef-86db-c42117a67afb · inbound

A Deep Latent Factor Graph Clustering with Fairness-Utility Trade-off Perspective cites this paper.

A Deep Latent Factor Graph Clustering with Fairness-Utility Trade-off Perspective MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-21T20:25:34.727705Z

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.