Paper Citation Record · LEDGER

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning

As of 8 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 7 inbound Pith citation observations for arXiv:2505.23504.

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

pith.paper-citation-record.v1
2505.23504 v1

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:48:10.893161Z

measured 72 of 72 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:30:09.739341Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T15:09:55.181821Z

Reference resolution

65 of 65 outbound references displayed

verified exact1
verified fuzzy13
unresolved50
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d777fd5c-e817-43e5-86c5-08d3e222913d · outbound

This paper cites Acsintoae, A.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Acsintoae, A

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:48:19.624799Z

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.

Observation 7874a0b1-edcf-44cb-873a-5a80d63d5f4b · outbound

This paper cites Qwen2.5-VL Technical Report.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Qwen2.5-VL Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:04.444069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5a5ef81-af3f-4d2f-8dbd-76ee38a01c23 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:04.591475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51731ea3-e5bb-4b94-9baf-2eacf5e1ad92 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:19.348469Z

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.

Observation bf806961-ef26-4892-9b93-709e79342b68 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:19.018860Z

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.

Observation e2c37fda-9d9a-40d9-8ba6-5c5b3da68a5e · outbound

This paper cites Learnable Expansion of Graph Operators for Multi-Modal Feature Fusion.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Learnable Expansion of Graph Operators for Multi-Modal Feature Fusion

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:04.957362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6d793d6-64c0-43cd-aca7-3970fb26bba3 · outbound

This paper cites Doshi and Y.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Doshi and Y

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:48:18.725114Z

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.

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

This paper cites Exploring What Why and How: A Multifaceted Benchmark for Causation Understanding of Video Anomaly.

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.

Observation 943d3784-ee89-4fd1-958e-859636f6cf70 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:18.550744Z

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.

Observation ad4149fd-562f-4f14-9bf6-7e84cc86c15b · outbound

This paper cites Video-R1: Reinforcing Video Reasoning in MLLMs.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Video-R1: Reinforcing Video Reasoning in MLLMs

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:05.420338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80fcf082-dc98-41db-b446-6559a9a3d953 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:18.324385Z

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.

Observation 5f4d6eaf-4f13-4de0-b84a-e48abe2dba28 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:05.633999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7eb5e612-b866-4f2e-a759-2bf923056068 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:18.174011Z

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.

Observation afd05d18-4b63-40d2-9dac-378480bfd54b · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:05.869950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27a03169-2407-4b01-ae28-81684db9b119 · outbound

This paper cites OpenAI o1 System Card.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning OpenAI o1 System Card

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:05.970854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcfb57ac-e0d8-425c-8227-26d7a353a1b6 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:17.944852Z

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.

Observation 0ed9d90f-79aa-4cec-9f55-8a61297044ca · outbound

This paper cites VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:06.206753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2438af7-2534-40bf-b70a-cc0eeb7fcca8 · outbound

This paper cites DeepSeek-V3 Technical Report.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning DeepSeek-V3 Technical Report

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:06.309498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35d91bfb-d506-40ce-b915-6c06408b40e3 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:17.634195Z

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.

Observation 1b016e1f-4523-4c3c-b196-758f3b088e25 · outbound

This paper cites Liu and H.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Liu and H

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:48:17.471759Z

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.

Observation d1f0a0a9-d51c-4bb3-8ee0-12ac7d693bde · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:17.285466Z

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.

Observation 0b3b8f5f-eae3-4ec4-b89c-cdc9d1b3cad9 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:17.082211Z

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.

Observation d9eace42-bd79-4c71-ac2c-767ef670dc03 · outbound

This paper cites Visual-RFT: Visual Reinforcement Fine-Tuning.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Visual-RFT: Visual Reinforcement Fine-Tuning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:06.820886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63de6616-7020-49b5-8650-172d4a9fc8eb · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:16.929597Z

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.

Observation 28ab48ca-3ab9-47d6-9611-be441ebd27b3 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:16.681800Z

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.

Observation 2e95fe7f-147b-4f0d-9287-6c93387b9bce · outbound

This paper cites Video Anomaly Detection and Explanation via Large Language Models.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Video Anomaly Detection and Explanation via Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:07.271026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79f3b225-d024-4c80-a6bf-e58ab3932117 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:16.463125Z

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.

Observation 16f3901f-e8ed-49b9-b05f-a1a4add36e64 · outbound

This paper cites Ramachandra and M.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Ramachandra and M

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:48:16.269644Z

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.

Observation 7903dab7-6368-47ba-a3b4-35860b29a472 · outbound

This paper cites Rodrigues, N.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Rodrigues, N

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:48:16.113819Z

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.

Observation 515c9c34-a5ff-481a-921e-47ca1028efb5 · outbound

This paper cites EventVAD: Training-Free Event-Aware Video Anomaly Detection.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning EventVAD: Training-Free Event-Aware Video Anomaly Detection

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:07.899761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97b5b713-0229-4806-9637-3cc0ded14049 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:08.038233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ac03b99-54c8-4a5c-9dbd-1660fa768135 · outbound

This paper cites Simonyan and A.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Simonyan and A

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:48:15.921984Z

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.

Observation 6c033e67-529b-4de6-8cc5-34dc6a928766 · outbound

This paper cites Sultani, C.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Sultani, C

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:48:15.768268Z

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.

Observation 38802deb-1671-45e2-b015-a79df630b1c8 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:08.286870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c01a50fd-30f1-4aee-bae6-8dc4f69eb164 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:15.597672Z

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.

Observation 867e2839-36f0-4c67-93c9-8a0365fbfa8d · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:15.414077Z

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.

Observation 5f712dda-6b04-4492-b089-bc24244f41f9 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:15.242950Z

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.

Observation 8bcf69a0-1a6b-44e6-8f25-fd29f6c249a6 · outbound

This paper cites Vijay, W.-X.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Vijay, W.-X

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:48:15.086951Z

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.

Observation 55a2c6c2-84f8-4f17-bae0-70c73126fc92 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:14.902558Z

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.

Observation 38e675ed-22a5-408e-a881-3d6b932b0338 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:14.724008Z

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.

Observation 5c692979-4dfb-44c4-9815-447c5fb78db7 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:08.886125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e94b99a-ad51-4f8f-bb28-d92a18b05870 · outbound

This paper cites Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:08.957648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8c97ad0-c755-4721-8a83-0277c7af3103 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:14.524296Z

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.

Observation b6d9c613-0904-4d5a-a580-5f93e58da5bd · outbound

This paper cites Deep Learning for Video Anomaly Detection: A Review.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Deep Learning for Video Anomaly Detection: A Review

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:09.100680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb42c83a-ef85-481d-b915-6c2bfaec54db · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:14.349929Z

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.

Observation c6b20d78-ff18-434c-8e00-2ebf068d14a9 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:14.162775Z

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.

Observation dfc3d1f2-634a-4b9a-896e-bdf010c05350 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:13.985686Z

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.

Observation 8b8997ff-065d-494b-b319-23ee1772804d · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:13.800086Z

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.

Observation 5a199672-00ed-417b-8b04-83f218c70329 · outbound

This paper cites VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:09.509847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f133d51a-fe81-4b74-a3cb-abb901013f9f · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:13.603791Z

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.

Observation c236295d-dffc-44a9-aa3a-10d58ff09589 · outbound

This paper cites Zanella, W.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Zanella, W

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:48:13.398837Z

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.

Observation 023080ce-4cfb-490c-b7a5-85075dc2a3fc · outbound

This paper cites Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:09.748094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Holmes-VAU: Towards Long-term Video Anomaly Understanding at Any Granularity.

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

Observation d733935e-be62-400e-8722-eadf5ee62481 · outbound

This paper cites R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:09.946375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efea8cbc-15e8-4894-9251-f121f2583736 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:13.216712Z

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.

Observation 8fbaad1e-d611-4f6f-a6c2-37a26c3c229e · outbound

This paper cites judgement.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning judgement

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:48:13.078907Z

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.

Observation e9b595b6-e051-4e8e-8fdf-07ca17fbf3e4 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:12.834038Z

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.

Observation 0d52490b-1b10-45b0-85e8-bff1b8e75bc2 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:12.663693Z

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.

Observation e406c873-c3f7-4d5b-a7c1-2c5b3e3d3458 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:12.549748Z

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.

Observation 7ad9dc41-72b4-49ab-92b8-8b4b37f7e965 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:12.392541Z

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.

Observation 349f1a0d-1624-4041-9003-53178a384586 · outbound

This paper cites describing a political argument instead of an escalator malfunction.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning describing a political argument instead of an escalator malfunction

Reference 61

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T12:48:12.226168Z

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.

Observation bd27976c-387a-426a-aed1-b9ed9bad4a33 · outbound

This paper cites an unresolved cited work.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:48:12.044007Z

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.

Observation 76cc70ad-6673-4443-9dbe-75d8c5af08f7 · outbound

This paper cites This is evident from the bright flash, smoke, and sparks.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning This is evident from the bright flash, smoke, and sparks

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:48:11.842013Z

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.

Observation f5ab1332-a123-48ed-b028-391803ce5baf · outbound

This paper cites This reaction is typical in response to a sudden and dangerous event.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning This reaction is typical in response to a sudden and dangerous event

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:48:11.649062Z

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.

Observation 24e2cd60-ae91-4845-963d-4fed3343d1ab · outbound

This paper cites ### Cause and Effect: - Cause: The firework malfunctioned or was mishandled, leading to the explosion.

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning ### Cause and Effect: - **Cause**: The firework malfunctioned or was mishandled, leading to the explosion

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:48:11.462776Z

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.

Pith citing papers

Observation 41a9365b-530c-4d40-8149-fb6c6556333c · inbound

DAMS:Dual-Branch Adaptive Multiscale Spatiotemporal Framework for Video Anomaly Detection cites this paper.

DAMS:Dual-Branch Adaptive Multiscale Spatiotemporal Framework for Video Anomaly Detection VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T13:30:09.739341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04fde570-d2be-466f-a04e-de89ff5aa246 · inbound

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle cites this paper.

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning

Reference 246

Resolution: unresolved; no resolver link, observed 2026-08-04T16:07:49.031753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9a7de4b-be0e-42fe-812b-1b44cfaad323 · inbound

ESOM: Efficiently Understanding Streaming Video Anomalies with Open-world Dynamic Definitions cites this paper.

ESOM: Efficiently Understanding Streaming Video Anomalies with Open-world Dynamic Definitions VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:51:03.305562Z

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.

Observation c26aaf48-8454-4393-ae87-de3394cd2aa6 · inbound

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models cites this paper.

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning

Reference 197

Resolution: verified exact; arxiv_id, observed 2026-07-04T15:09:55.183423Z

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.

Observation af18627c-f8a6-45b0-9e02-dc5b7abb567a · inbound

Learning to Watch: Active Video Anomaly Understanding via Interleaved Policy Optimization cites this paper.

Learning to Watch: Active Video Anomaly Understanding via Interleaved Policy Optimization VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T14:47:03.373451Z

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.

Observation e38028c4-39f9-41e9-a8c5-8f3ad0eb4dfa · inbound

O-VAD: Industrial Video Anomaly Detection through Object-Centric Tracking and Reasoning cites this paper.

O-VAD: Industrial Video Anomaly Detection through Object-Centric Tracking and Reasoning VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-01T15:56:44.829023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1646d462-9202-4f46-bf17-2e03500b399d · inbound

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

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.892063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.