Paper Citation Record · LEDGER

When Does Multi-Agent Collaboration Help? An Entropy Perspective

As of 20 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 1 inbound Pith citation observation for arXiv:2602.04234.

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

pith.paper-citation-record.v1
2602.04234 v6

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T04:45:48.545260Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T17:46:57.328912Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

31 of 31 outbound references displayed

verified exact0
verified fuzzy0
unresolved30
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2798c7e8-a34c-4ff1-9237-0c502b5d1662 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.418467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcebf663-d31f-4b66-bf16-b7d8dadaa59f · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.423779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5eb25abe-6a36-47da-8e18-3d78f1aad1b6 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.428005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d246a4c-d6ec-42f8-a5c2-38593277a527 · outbound

This paper cites This consistency suggests that the entropy signal captured by our framework reflects ageneralproperty of LLM uncertainty rather than task-specific patterns.

When Does Multi-Agent Collaboration Help? An Entropy Perspective This consistency suggests that the entropy signal captured by our framework reflects ageneralproperty of LLM uncertainty rather than task-specific patterns

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.432492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bb8e5a7-baa1-4646-8411-4598440e8b49 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.437052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3154fde-d855-482b-90dc-5dea0b668fb4 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.441465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c1988e9-4011-4443-87e5-ddd530b53e0a · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.445744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation feaf8f9f-6c54-482a-885b-a1e8e77d4869 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.450470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a797630-d56d-4c6f-9a9c-11ee77ab2c46 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.454443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c70bee19-1e2c-4b03-b764-09fcaf3ad48e · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.458435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70f00e7d-4dec-428b-a670-6c66d0b681fd · outbound

This paper cites only output the final answer without words, labels, and steps.

When Does Multi-Agent Collaboration Help? An Entropy Perspective only output the final answer without words, labels, and steps

Reference 11

Resolution: malformed identifier; no resolver link, observed 2026-08-03T04:45:48.462530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cf3e8a7-dca3-42a3-84b7-3aa24fe7be37 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.468766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 389157ee-8336-499e-b6f8-d8ff890f96e4 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.473304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3c451d8-7b33-47f8-989f-59435f6e911b · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.477276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31385aa6-735d-4760-aa4b-f8bcdfcdb735 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.481312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb42257b-c706-4e0d-8772-a4d983e50767 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.485059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bf148ae-1367-45eb-afa5-9c4812b1ea5b · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.488916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56a11b5a-04b9-44fe-bb2b-229dcafbd0e6 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.492592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7887a36-b07f-4669-8c95-acaff456500e · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.496443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f6b9da3-2ad6-4327-902a-f47254b37e7c · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.500353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ef63da9-5c65-4434-8851-2ce61c59895f · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.504558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d8e61ee-19c4-48a3-8868-b93fb5789136 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.508559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e5f8988-b97d-4924-bcbe-51cc944b3fce · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.512624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c75efbd-4121-402c-92aa-ad67f2c83691 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.517127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5de63dc-262a-48a4-bacd-f9acd5711b5a · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.521486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f35e4a4e-f6d9-4831-8425-716b237f2927 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.525484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87376901-8863-49ab-9392-ce6e0f2cb983 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.529301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3f543ac-da80-4619-813e-a097055dbef5 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.533103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e37001d-53c9-48c6-b591-118f0b9722a9 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.537242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d3d0d41-328c-4fdd-8375-def9424f5fc7 · outbound

This paper cites an unresolved cited work.

When Does Multi-Agent Collaboration Help? An Entropy Perspective Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.541433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c88dd5a-d1be-4989-b826-ab9d519bf2b9 · outbound

This paper cites The lower triangle shows pairwise Pearson correlations; the upper-right inset lists the top 20 most strongly correlated feature pairs.

When Does Multi-Agent Collaboration Help? An Entropy Perspective The lower triangle shows pairwise Pearson correlations; the upper-right inset lists the top 20 most strongly correlated feature pairs

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T04:45:48.545260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation b9a9ad23-6f90-4e7c-88d4-57a9e0fed939 · inbound

Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration cites this paper.

Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration When Does Multi-Agent Collaboration Help? An Entropy Perspective

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T17:46:57.328912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.