Paper Citation Record · LEDGER

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding

As of 8 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2608.03779.

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

pith.paper-citation-record.v1
2608.03779 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T12:48:11.044924Z

measured 46 of 46 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

46 of 46 outbound references displayed

verified exact0
verified fuzzy16
unresolved27
parse uncertain0
malformed identifier0
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bd92b801-361a-4d49-a73c-1f1f166b60ef · outbound

This paper cites Proceedings of the IEEE conference on computer vision and pattern recognition , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE conference on computer vision and pattern recognition , pages=

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:13.697257Z

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 eeeaba04-e3b6-4d8c-b4b9-80c80978f1d1 · outbound

This paper cites Proceedings of the IEEE conference on computer vision and pattern recognition , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE conference on computer vision and pattern recognition , pages=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.837850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11d2eb58-b313-490f-9ca4-d0e9ebb290a3 · outbound

This paper cites Proceedings of the IEEE conference on computer vision and pattern recognition , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE conference on computer vision and pattern recognition , pages=

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.842344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cae07111-6ff2-4acc-9b35-753936f2d1a8 · outbound

This paper cites Proceedings of the IEEE/CVF international conference on computer vision , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE/CVF international conference on computer vision , pages=

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.847009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b73ad7b3-fd1b-4658-a9e2-0bfe972425d5 · outbound

This paper cites an unresolved cited work.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T12:48:13.534640Z

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 773d905c-d191-4cbc-935c-46ed2dbc1c66 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the AAAI Conference on Artificial Intelligence , volume=

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.856957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf91b921-5b40-4440-91f4-d2a36c086354 · outbound

This paper cites IEEE Transactions on Image Processing , volume=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding IEEE Transactions on Image Processing , volume=

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:13.366085Z

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 cf982f18-0c96-4308-807c-602bea6a0ce3 · outbound

This paper cites Proceedings of the AAAI conference on artificial intelligence , volume=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the AAAI conference on artificial intelligence , volume=

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:13.194445Z

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 3e678950-19ae-412d-9eec-fbcd476227bf · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:13.022618Z

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 850d34e0-f104-42de-b242-972ef4fe0605 · outbound

This paper cites arXiv preprint arXiv:2503.13160 , year=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding arXiv preprint arXiv:2503.13160 , year=

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.875038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b77f1b25-e50f-4e29-a410-001aa684d986 · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.879415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6ea94c1-e0a0-424c-88f0-4106d7982271 · outbound

This paper cites European Conference on Computer Vision , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding European Conference on Computer Vision , pages=

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:12.817760Z

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 85beb9ef-4c51-4d1d-a2cc-a50b4e542a49 · outbound

This paper cites Proceedings of the computer vision and pattern recognition conference , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the computer vision and pattern recognition conference , pages=

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.887968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

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.

Observation 4585a2be-efd8-4a2a-ad0a-6a7c0f777564 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the AAAI Conference on Artificial Intelligence , volume=

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:12.632684Z

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 5ecc76d8-2b7d-41b8-bd54-74beeefd46b7 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Advances in Neural Information Processing Systems , volume=

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.900891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afe7fe3b-bccf-45f2-9605-846129f1f092 · outbound

This paper cites QVAD: A Question-Centric Agentic Framework for Efficient and Training-Free Video Anomaly Detection.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding QVAD: A Question-Centric Agentic Framework for Efficient and Training-Free Video Anomaly Detection

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.905109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 136fbcfd-92c9-465d-9a22-2fe7155daae0 · outbound

This paper cites European Conference on Computer Vision , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding European Conference on Computer Vision , pages=

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.909688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9eef9859-a928-4190-8c7a-bbbb73ed1ae1 · outbound

This paper cites European Conference on Computer Vision , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding European Conference on Computer Vision , pages=

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.914031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9845b1b6-cfa6-4b06-80cf-186d8d6f6ff4 · outbound

This paper cites VideoAgent2: Enhancing the LLM-Based Agent System for Long-Form Video Understanding by Uncertainty-Aware CoT.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding VideoAgent2: Enhancing the LLM-Based Agent System for Long-Form Video Understanding by Uncertainty-Aware CoT

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.918578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d984edeb-e559-4fa5-a283-3709c80c3bc3 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Advances in Neural Information Processing Systems , volume=

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:12.460874Z

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 0d83de56-67db-4e8c-9c02-cd9b93c63377 · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:12.345315Z

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 851c9404-a6fb-47fa-a247-b3a7d480686e · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:12.163391Z

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 de8679bc-353a-45a9-b2ca-0d4f70d4bb3c · outbound

This paper cites VideoMultiAgents: A Multi-Agent Framework for Video Question Answering.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding VideoMultiAgents: A Multi-Agent Framework for Video Question Answering

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.936504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84a00bb8-b20a-45c3-9fa7-030ca86ef39e · outbound

This paper cites Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:11.955979Z

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 c75c4802-b66f-44e8-bb67-065c0f7afc88 · outbound

This paper cites Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:11.785429Z

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 f805b6e5-edd3-4b9e-bb4f-aad1b3ec0003 · outbound

This paper cites MUPA: Towards Multi-Path Agentic Reasoning for Grounded Video Question Answering.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding MUPA: Towards Multi-Path Agentic Reasoning for Grounded Video Question Answering

Reference 27

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T12:48:11.229386Z

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 f15d7f3b-2586-4b9a-8a22-a461a0ee18b6 · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:11.621079Z

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 557ecbd7-d96c-4c6d-b095-7797e37cd073 · outbound

This paper cites Scaling Video Understanding via Compact Latent Multi-Agent Collaboration.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Scaling Video Understanding via Compact Latent Multi-Agent Collaboration

Reference 29

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T12:48:11.207358Z

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 19615b34-b5ae-4f36-9035-267c235dd66a · outbound

This paper cites Proceedings of the IEEE/CVF international conference on computer vision , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE/CVF international conference on computer vision , pages=

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.967444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 335ec9ec-c43f-4ffd-beff-509caf039a8f · outbound

This paper cites Proceedings of the IEEE/CVF conference on computer vision and pattern recognition , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE/CVF conference on computer vision and pattern recognition , pages=

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:11.556250Z

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 e7181bc2-a353-4728-a2ba-dc937b07a0cd · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Advances in Neural Information Processing Systems , volume=

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.976665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d7ce11f-688c-412f-b5a9-32819a210c8e · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.982015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02a75e7e-0f64-47bc-a2de-613a98f6b6fe · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.986500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54bd7c67-202a-4014-b110-6f4ab2872684 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Advances in Neural Information Processing Systems , volume=

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.994049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9ae8e8e-20db-44d2-9e90-e7b84152a11b · outbound

This paper cites Proceedings of the Computer Vision and Pattern Recognition Conference , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the Computer Vision and Pattern Recognition Conference , pages=

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:10.998581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62e02833-5987-4ba2-8e75-615cc29a51a7 · outbound

This paper cites Proceedings of the Computer Vision and Pattern Recognition Conference , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the Computer Vision and Pattern Recognition Conference , pages=

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:11.003061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89fa3a12-5099-4d01-8006-4ed5592215be · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding ReAct: Synergizing Reasoning and Acting in Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:11.007859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a59e5de-70c7-4551-bc24-bad8db81be36 · outbound

This paper cites Advances in neural information processing systems , volume=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Advances in neural information processing systems , volume=

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:11.012787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d72f37b-ced0-469c-b42e-d8ba17fdb442 · outbound

This paper cites Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:11.475295Z

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 d5701494-5a36-4413-890c-c5418f2bddf9 · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:11.457389Z

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 2aa5b782-97e1-4519-8f14-e8f4115e6229 · outbound

This paper cites Qwen2.5-VL Technical Report.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Qwen2.5-VL Technical Report

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:11.026799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c9c8d49-15d6-481d-819c-985877cfeae4 · outbound

This paper cites arXiv preprint arXiv:2606.19348 , year=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding arXiv preprint arXiv:2606.19348 , year=

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T12:48:11.031313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

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.

Observation 6d6649a2-0962-4872-a47d-1990a018336b · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Advances in Neural Information Processing Systems , volume=

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T12:48:11.439546Z

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 bb489eaf-3b2e-498a-9469-aa247a57ecd7 · outbound

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

AgenticVAU: Multi-Agent Explore-Verify Reasoning for Video Anomaly Understanding Learning to Watch: Active Video Anomaly Understanding via Interleaved Policy Optimization

Reference 46

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T12:48:11.088220Z

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

No inbound Pith citation observations are available.