Paper Citation Record · LEDGER

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis

As of 9 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2507.13285.

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

pith.paper-citation-record.v1
2507.13285 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:30:43.016655Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

19 of 19 outbound references displayed

verified exact0
verified fuzzy13
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c133395b-5d0d-4357-a9c0-313f1af6c1c3 · outbound

This paper cites an unresolved cited work.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:30:46.036412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f639f639-d36e-42fc-b6a6-3a600f654307 · outbound

This paper cites Textual-to-Visual Iterative Self-Verification for Slide Generation.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Textual-to-Visual Iterative Self-Verification for Slide Generation

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T16:30:41.457350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4ced1e8-44f8-44d3-9564-85687caccc80 · outbound

This paper cites element A is 10px to the left of element B.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis element A is 10px to the left of element B

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:30:44.725765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ddf51f34-ae4b-44e5-a114-4742e6aca640 · outbound

This paper cites You are a precise document semantic segmenter. You will identify and characterize all distinct semantic content units from the provided Markdown segment.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis You are a precise document semantic segmenter. You will identify and characterize all distinct semantic content units from the provided Markdown segment

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:30:45.800605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 12fbe398-4588-4910-b9ec-64f117679418 · outbound

This paper cites DBSCAN clustering algorithm is applied to group units by thematic similarity.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis DBSCAN clustering algorithm is applied to group units by thematic similarity

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:30:45.554412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation df02913e-67a3-4ff0-987b-ab6bc286b32b · outbound

This paper cites Narrative Modules.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Narrative Modules

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:30:45.401111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 61caba03-4305-477d-9dae-2edf4d1e3253 · outbound

This paper cites an unresolved cited work.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:30:45.146616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a95dcfbe-a375-43a7-8a9c-da35f6020d37 · outbound

This paper cites an unresolved cited work.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:30:44.881186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 95f1e656-b791-46db-8086-32ce9734af01 · outbound

This paper cites an unresolved cited work.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:30:44.554192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 04016bef-c0d0-4662-8f64-f82f477a2b1f · outbound

This paper cites • Training and Calibration:.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis • Training and Calibration:

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:30:44.400551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3f7b2b8d-0363-42fb-bfa7-823ff7ba6cda · outbound

This paper cites Content Relevance,.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Content Relevance,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:30:44.250429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fad49b54-545d-49c2-ae28-36ba2bf723e2 · outbound

This paper cites Professionals studied these guidelines independently, followed by a 1-hour question and answer session with the researchers to resolve any queries.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Professionals studied these guidelines independently, followed by a 1-hour question and answer session with the researchers to resolve any queries

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:30:44.089666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 25446801-6bd0-438c-8d63-42ddb8a17420 · outbound

This paper cites Professionals first independently completed evaluations for these samples.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Professionals first independently completed evaluations for these samples

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:30:43.934475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation adfcfe6e-1512-4d76-ba15-560067738aed · outbound

This paper cites Clearer transi- tions in A.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Clearer transi- tions in A

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:30:43.804458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 64879bce-3cac-493e-b2f1-2cd7ece83c1b · outbound

This paper cites – 4 (Average): Content relevance and accuracy are average; captures some key information but has omissions or inaccuracies.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis – 4 (Average): Content relevance and accuracy are average; captures some key information but has omissions or inaccuracies

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:30:43.647051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4f4beae9-e2d5-45af-92c7-677424920a24 · outbound

This paper cites – 4 (Average): Narrative flow is gen- erally understandable, but transitions may be unnatural or connections un- clear.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis – 4 (Average): Narrative flow is gen- erally understandable, but transitions may be unnatural or connections un- clear

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:30:43.460227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bb2765cb-b4e9-487e-9181-66680e6433dd · outbound

This paper cites – 4 (Average): Design is acceptable but unexceptional; layout is functional but may have aesthetic flaws.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis – 4 (Average): Design is acceptable but unexceptional; layout is functional but may have aesthetic flaws

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:30:43.325129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation faa9fd99-a49d-4f5f-ba1c-30305ff1bcb0 · outbound

This paper cites – 4 (Average): Neither satisfied nor dis- satisfied; presentation is mediocre.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis – 4 (Average): Neither satisfied nor dis- satisfied; presentation is mediocre

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:30:43.186790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f21c46a4-a65b-4388-897e-90082c25f29d · outbound

This paper cites Do as We Do, Not as You Think: the Conformity of Large Language Models.

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Do as We Do, Not as You Think: the Conformity of Large Language Models

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T16:30:41.070030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.