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Paper Citation Record · LEDGER

A Tactical Behaviour Recognition Framework Based on Causal Multimodal Reasoning: A Study on Covert Audio-Video Analysis Combining GAN Structure Enhancement and Phonetic Accent Modelling

As of 19 August 2026, this Paper Citation Record lists 6 of 6 outbound references and 0 inbound Pith citation observations for arXiv:2507.21100.

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

pith.paper-citation-record.v1
2507.21100 v1

Coverage vector

measured 6 of 6 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:10:18.127976Z

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

6 of 6 outbound references displayed

  • verified exact0
  • verified fuzzy3
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 356bf5b9-cf66-4a86-b7be-88f8f45af6e4 · outbound

This paper cites variable extraction.

A Tactical Behaviour Recognition Framework Based on Causal Multimodal Reasoning: A Study on Covert Audio-Video Analysis Combining GAN Structure Enhancement and Phonetic Accent Modelling variable extraction

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:10:18.325535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:10:17.805506Z digest=sha256:93a5c345b1f5268671fa036dfbeb02ae3f25e5f849384657f04a595e023827c0

Observation 478c223d-f847-448e-8733-e0e554a8b628 · outbound

This paper cites an unresolved cited work.

A Tactical Behaviour Recognition Framework Based on Causal Multimodal Reasoning: A Study on Covert Audio-Video Analysis Combining GAN Structure Enhancement and Phonetic Accent Modelling Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:10:18.311263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:10:17.864570Z digest=sha256:292bf6f13988f8498cf4ebc362ca33ca60bda1383092b50423af68b183a12c0a

Observation e9e32e4c-68f2-4888-9df8-9e449ca32e28 · outbound

This paper cites device once encoded.

A Tactical Behaviour Recognition Framework Based on Causal Multimodal Reasoning: A Study on Covert Audio-Video Analysis Combining GAN Structure Enhancement and Phonetic Accent Modelling device once encoded

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:10:18.339417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:10:17.710612Z digest=sha256:3954cac07977aff0364a4dd9a5e5f99a8f928c79f0f2f4ca75f1db0b887b0ec9

Observation b7e7228c-79c1-4dd0-9dab-c7102264fda1 · outbound

This paper cites an unresolved cited work.

A Tactical Behaviour Recognition Framework Based on Causal Multimodal Reasoning: A Study on Covert Audio-Video Analysis Combining GAN Structure Enhancement and Phonetic Accent Modelling Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:10:18.296797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:10:17.940150Z digest=sha256:beb6f11dce43ce58a7e6ac8499dd660324a68fc9b0e632b068aee80dba4ef7c2

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T20:10:18.053994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:10:18.053994Z digest=sha256:396bf75eb906b4f9044f38b92a3d032612885d54df63dcff07235a18119731a1

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:10:18.281808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:10:18.127976Z digest=sha256:1b7db271165a1cb995dfec505650efd77e0f39f5e39a14e57441460b27ac0913

Pith citing papers

No inbound Pith citation observations are available.