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Paper Citation Record · LEDGER

A Unified Multi-Agent Framework for Universal Multimodal Understanding and Generation

As of 7 August 2026, this Paper Citation Record lists 6 of 6 outbound references and 2 inbound Pith citation observations for arXiv:2508.10494.

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

pith.paper-citation-record.v1
2508.10494 v1

Coverage vector

measured 6 of 6 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T20:30:17.117740Z

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T00:03:24.366318Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T15:31:12.447438Z

Reference resolution

6 of 6 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved3
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3b0eeaa4-e497-4aa5-bf89-6c5204fa29fa · outbound

This paper cites MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models.

A Unified Multi-Agent Framework for Universal Multimodal Understanding and Generation MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-05T20:30:16.690239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:30:16.690239Z digest=sha256:78bd6d58ddbdbfcc2020dc4f4da3c3f1448f2b15d2c60b02e97b9e515bf29d8c

Observation 0fbc1ba3-14af-48e3-b4d2-2f4459be40ff · outbound

This paper cites Spider: Any-to-Many Multimodal LLM.

A Unified Multi-Agent Framework for Universal Multimodal Understanding and Generation Spider: Any-to-Many Multimodal LLM

Reference 4

Resolution
metadata mismatch
local_arxiv, observed 2026-08-05T20:30:17.344362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-05T20:30:16.892900Z digest=sha256:733025ae94869ff3e48be6799d1145236d193740c4e80f68fd62127a0fb10bc9

Observation 72db0020-c938-47b3-8e5c-10777b249b66 · outbound

This paper cites MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark.

A Unified Multi-Agent Framework for Universal Multimodal Understanding and Generation MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T20:30:17.007674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:30:17.007674Z digest=sha256:26ed5a4c39d4c1ac6e8011aecd49502d72e6f7cf1edb207296ee943c108cd61b

Observation d3c9ac56-06be-444c-970c-4ca2a81a1eda · outbound

This paper cites Meta Audiobox Aesthetics: Unified Automatic Quality Assessment for Speech, Music, and Sound.

A Unified Multi-Agent Framework for Universal Multimodal Understanding and Generation Meta Audiobox Aesthetics: Unified Automatic Quality Assessment for Speech, Music, and Sound

Reference 6

Resolution
malformed identifier
no resolver link, observed 2026-08-05T20:30:17.117740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:30:17.117740Z digest=sha256:15fa2c402e8fd9fedd147a61acb3eff3ea92a2bbd04df725a19d919c23d1415c

Observation 55bb365e-ca33-420a-8175-092ec6e6efcd · outbound

This paper cites InForty-first international conference on machine learning.

A Unified Multi-Agent Framework for Universal Multimodal Understanding and Generation InForty-first international conference on machine learning

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T20:30:17.522832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-05T20:30:16.607857Z digest=sha256:7600a28d1efdd59d983c7e50af9a91c12cb86953c99e23f5b4173b6e70c57704

Observation 5d0539fa-3aea-4e9e-89d8-f65909f27ec4 · outbound

This paper cites VACE: All-in-One Video Creation and Editing.

A Unified Multi-Agent Framework for Universal Multimodal Understanding and Generation VACE: All-in-One Video Creation and Editing

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-05T20:30:16.786195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:30:16.786195Z digest=sha256:13dacced0163b376aa9f900d36e1e4737a945df32955671493e577b04ca1848d

Pith citing papers

Observation 2ac124cc-c639-4ac6-8b6d-f4c6a9f7a748 · inbound

Beyond End-to-End Video Models: An LLM-Based Multi-Agent System for Educational Video Generation cites this paper.

Beyond End-to-End Video Models: An LLM-Based Multi-Agent System for Educational Video Generation A Unified Multi-Agent Framework for Universal Multimodal Understanding and Generation

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-03T00:03:24.366318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T00:03:24.366318Z digest=sha256:5dfbc9838012f5056df4b285b747f32af4e58a82876f7a6e653e405a06b00825

Observation 635ffa24-5d07-4a53-a8ea-c183c284c949 · inbound

CTM-AI: A Blueprint for General AI Inspired by a Model of Consciousness cites this paper.

CTM-AI: A Blueprint for General AI Inspired by a Model of Consciousness A Unified Multi-Agent Framework for Universal Multimodal Understanding and Generation

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:31:12.515464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-09T19:47:49.262632Z digest=sha256:bb21b13f58cfbf652c822e01e4da4ae6093d8207b98f8d3c9a3dd0beed55c991