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Paper Citation Record · LEDGER

Exploring What Why and How: A Multifaceted Benchmark for Causation Understanding of Video Anomaly

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2412.07183.

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

pith.paper-citation-record.v1
2412.07183 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:09:06.865811Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T23:30:51.921266Z

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 d9af6d20-f371-4888-a015-7a7e9556afd8 · 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 Exploring What Why and How: A Multifaceted Benchmark for Causation Understanding of Video Anomaly

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T14:09:06.865811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:09:06.865811Z digest=sha256:69db0423af83938167c83c7455e90712a7e862ae8cfae031aefa7f4210dd6893

Observation 4231742c-f60e-4914-8548-01b4754450d2 · inbound

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

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Exploring What Why and How: A Multifaceted Benchmark for Causation Understanding of Video Anomaly

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T12:48:05.159474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:48:05.159474Z digest=sha256:ff99f0e0972d10105cfab1f2a13239572b5042519ad1075b6070eadfbd64a335

Observation 430a411e-5753-4982-8be5-58ca4ecc59f0 · inbound

The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM cites this paper.

The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Exploring What Why and How: A Multifaceted Benchmark for Causation Understanding of Video Anomaly

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-06T12:34:00.300356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:34:00.300356Z digest=sha256:1410ac991142500f2010e9b4f88ef460c701f511dc422a6050a7ce2e071e73e8

Observation cae8d75f-39bc-4583-9e42-508fb9d1829f · inbound

Reasoning-Guided Grounding: Elevating Video Anomaly Detection through Multimodal Large Language Models cites this paper.

Reasoning-Guided Grounding: Elevating Video Anomaly Detection through Multimodal Large Language Models Exploring What Why and How: A Multifaceted Benchmark for Causation Understanding of Video Anomaly

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-10T23:30:51.923780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-10T19:04:20.674374Z digest=sha256:d4bb8f5c180ddd683f3ff4b4da6325597b41e152dbdf92e488b38f00a89d4ca0

Observation 8649ed6f-74b0-4a63-a476-ddf55279f181 · inbound

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding cites this paper.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Exploring What Why and How: A Multifaceted Benchmark for Causation Understanding of Video Anomaly

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-05T12:48:11.035834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T12:48:11.035834Z digest=sha256:a0ad5174b7443b32acef57f095b3e58f28015bed18f969398e17af66cf1b4538