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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 9 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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:10:17.805506Z digest=sha256:b522b2fefc7221748b94466a83561b51d6ef9910753090193a6a392ef75841a9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:10:17.864570Z digest=sha256:53e7282a73df36a172998f498682de8634529398c5bb9eb235d1d43c8f7b54ed

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:10:17.710612Z digest=sha256:6b59066eafe39721962b4c0ceda4c25a3b32ceab9ad19b1f59f05158dab029c9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:10:17.940150Z digest=sha256:0c4ed144cd3990cb86b27482c03b1e546342b7a46908e8fb829024fd7b62b458

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:cb75291395f0b21302e9715679d46758efbd68a5e8f5c351dd91c62edd6ef2fc

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:10:18.127976Z digest=sha256:b7ef014046412f15b17629980545042d71af68aab260293ffe9d7fd19cf89be9

Pith citing papers

No inbound Pith citation observations are available.