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Paper Citation Record · LEDGER

Holmes-VAU: Towards Long-term Video Anomaly Understanding at Any Granularity

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2412.06171.

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

pith.paper-citation-record.v1
2412.06171 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T04:52:58.169133Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T12:48:10.989398Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation f4f56dbf-0c3d-41c3-8df0-086faa758c05 · inbound

Quo Vadis, Anomaly Detection? LLMs and VLMs in the Spotlight cites this paper.

Quo Vadis, Anomaly Detection? LLMs and VLMs in the Spotlight Holmes-VAU: Towards Long-term Video Anomaly Understanding at Any Granularity

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-11T04:52:58.169133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:52:58.169133Z digest=sha256:31e990392c32e1b8dbbfae21624b8cd20a1db30d64aadbb06904159d3bb0db8b

Observation af67379d-8252-48e8-9a0a-ce2e08eb9104 · inbound

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought cites this paper.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Holmes-VAU: Towards Long-term Video Anomaly Understanding at Any Granularity

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-07T14:09:15.659121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:09:15.659121Z digest=sha256:d29be587b29f24de1e0ae9af4c04c64702c7d1386131d6e95227e62444e0d457

Observation f7ea1351-0deb-4d37-8efd-4ed8822590fc · inbound

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning cites this paper.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Holmes-VAU: Towards Long-term Video Anomaly Understanding at Any Granularity

Reference 53

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:48:11.049545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:48:09.843015Z digest=sha256:fbe8014af427fd8b29a16391d2588d6c2fbab54fbf8338cf319d8b40aba4cf18