Paper Citation Record · LEDGER

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework

As of 21 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2505.12001.

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

pith.paper-citation-record.v1
2505.12001 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:46:11.809708Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

33 of 33 outbound references displayed

verified exact1
verified fuzzy3
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cd57808a-0e74-46f6-b0b1-5630f72023e3 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T20:46:11.670193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e7c9733-8052-41eb-98a5-7ef46ef00624 · outbound

This paper cites write newline.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T20:46:11.675063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5cff5f4-d1b4-40a8-a021-a99c8ab0b411 · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:12.228028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fc43cc5a-a298-49b3-867d-4dae1c45a5f8 · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:12.215346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 59c61b9c-a8a0-40bd-847c-a0ec2a0fe343 · outbound

This paper cites A.; and Wu, X.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework A.; and Wu, X

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:46:12.202061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5eaf5986-b950-47ef-adba-caf2b523da97 · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:12.189798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 72528c96-e86e-4ff0-89fe-4c9f2b20a9f8 · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:12.177781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 356fa2b7-d512-4374-9f12-90d6d3ece0b8 · outbound

This paper cites F.; Leike, J.; Brown, T.; Martic, M.; Legg, S.; and Amodei, D.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework F.; Leike, J.; Brown, T.; Martic, M.; Legg, S.; and Amodei, D

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T20:46:11.701511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47ab602b-4024-4bbb-b184-e366f34ad360 · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:12.156448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4a1da05c-8a29-4601-b144-8ff009f06f65 · outbound

This paper cites A.; Scott, B.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework A.; Scott, B

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:46:12.143767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3d387b30-8481-4598-89d9-ba3757c740f9 · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:12.131146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f0971372-61f7-44e7-8266-04ba2efbdf28 · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:12.118280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0a001323-8f54-4d94-bc9a-f475808cc557 · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:12.105035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0fe355fc-2874-435c-b4ce-294880f8df74 · outbound

This paper cites Survey on Fair Reinforcement Learning: Theory and Practice.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Survey on Fair Reinforcement Learning: Theory and Practice

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T20:46:11.728813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d70da52-ca4a-423d-9565-49a113ffb07e · outbound

This paper cites Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T20:46:11.733863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db2cbeb1-d153-4a5c-b0b1-641130413e57 · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:12.090761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f385bfdf-a3aa-471d-a7f6-f981a38b105e · outbound

This paper cites MoralBench: Moral Evaluation of LLMs.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework MoralBench: Moral Evaluation of LLMs

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T20:46:11.742608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43ab2ee2-067e-4f50-b19b-fbdd9639acc0 · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:12.078895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 379ad801-9d7f-4ebc-b623-db0a9af19d88 · outbound

This paper cites Using Protected Attributes to Consider Fairness in Multi-Agent Systems.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Using Protected Attributes to Consider Fairness in Multi-Agent Systems

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:46:11.901731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ef041ab5-d810-4017-a789-00d26e855c0b · outbound

This paper cites Are LLMs Socially Adaptive? Contrasting Belief Evolution in Large Language Models and Humans.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Are LLMs Socially Adaptive? Contrasting Belief Evolution in Large Language Models and Humans

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T20:46:11.757966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 707477a0-534d-4fef-b451-f4a1b28e7517 · outbound

This paper cites Do LLM Agents Exhibit Social Behavior?.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Do LLM Agents Exhibit Social Behavior?

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T20:46:11.762362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90fd0a0a-eecc-4adf-8d73-50f5fe1720d5 · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:12.066642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d9b1d225-e930-400b-ac98-7f19ef9b093c · outbound

This paper cites D.; and Paretti, M.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework D.; and Paretti, M

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:46:12.052838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c90377fa-71d4-493f-8773-8c175bedddd9 · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:12.036725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 00ef6387-4523-4948-94b0-38315d95ecf8 · outbound

This paper cites S.; O'Brien, J.; Cai, C.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework S.; O'Brien, J.; Cai, C

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T20:46:11.779427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba4f0d8c-f776-46f5-929c-077c1884cb9f · outbound

This paper cites S.; Popowski, L.; Cai, C.; Morris, M.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework S.; Popowski, L.; Cai, C.; Morris, M

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T20:46:11.783595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c93299f8-9158-4577-a87b-eb3ec8c76e32 · outbound

This paper cites Normative Modules: A Generative Agent Architecture for Learning Norms that Supports Multi-Agent Cooperation.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Normative Modules: A Generative Agent Architecture for Learning Norms that Supports Multi-Agent Cooperation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T20:46:11.788105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3afbd3e6-d744-4c25-8f75-ffab4e88ad77 · outbound

This paper cites Moral Alignment for LLM Agents.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Moral Alignment for LLM Agents

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T20:46:11.792234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2120c06a-9ddd-44d6-be38-e102b80b4a35 · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:12.001874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 339a0d65-c657-47f3-b4f0-5bfe6906deeb · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:11.988568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 463a4a5f-c60e-4652-b41b-aa1a389b0dcd · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:11.976090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 74012acc-d040-4c59-9c75-73b9584f5354 · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:11.963939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4fac0da2-f3f9-48e0-a59e-87378d020eeb · outbound

This paper cites an unresolved cited work.

Interactional Fairness in LLM Multi-Agent Systems: An Evaluation Framework Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:46:11.951490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.