Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T16:30:43.016655Z
Paper Citation Record · LEDGER
As of 8 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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T16:30:43.016655Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
19 of 19 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c133395b-5d0d-4357-a9c0-313f1af6c1c3 · outbound
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f639f639-d36e-42fc-b6a6-3a600f654307 · outbound
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Textual-to-Visual Iterative Self-Verification for Slide Generation
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4ced1e8-44f8-44d3-9564-85687caccc80 · outbound
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis element A is 10px to the left of element B
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ddf51f34-ae4b-44e5-a114-4742e6aca640 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 12fbe398-4588-4910-b9ec-64f117679418 · outbound
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis DBSCAN clustering algorithm is applied to group units by thematic similarity
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation df02913e-67a3-4ff0-987b-ab6bc286b32b · outbound
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Narrative Modules
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 61caba03-4305-477d-9dae-2edf4d1e3253 · outbound
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a95dcfbe-a375-43a7-8a9c-da35f6020d37 · outbound
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 95f1e656-b791-46db-8086-32ce9734af01 · outbound
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 04016bef-c0d0-4662-8f64-f82f477a2b1f · outbound
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis • Training and Calibration:
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3f7b2b8d-0363-42fb-bfa7-823ff7ba6cda · outbound
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Content Relevance,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fad49b54-545d-49c2-ae28-36ba2bf723e2 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 25446801-6bd0-438c-8d63-42ddb8a17420 · outbound
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Professionals first independently completed evaluations for these samples
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation adfcfe6e-1512-4d76-ba15-560067738aed · outbound
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Clearer transi- tions in A
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 64879bce-3cac-493e-b2f1-2cd7ece83c1b · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4f4beae9-e2d5-45af-92c7-677424920a24 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bb2765cb-b4e9-487e-9181-66680e6433dd · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation faa9fd99-a49d-4f5f-ba1c-30305ff1bcb0 · outbound
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis – 4 (Average): Neither satisfied nor dis- satisfied; presentation is mediocre
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f21c46a4-a65b-4388-897e-90082c25f29d · outbound
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis Do as We Do, Not as You Think: the Conformity of Large Language Models
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.