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Paper Citation Record · LEDGER

VTO: Visual Tool Orchestration for Video Anomaly Detection

As of 21 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 0 inbound Pith citation observations for arXiv:2608.08219.

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

pith.paper-citation-record.v1
2608.08219 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:19:41.401695Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

60 of 60 outbound references displayed

  • verified exact1
  • verified fuzzy2
  • unresolved57
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f2b8f9d8-8b96-4d1d-af35-c23924ed7676 · outbound

This paper cites Qwen3-VL Technical Report.

VTO: Visual Tool Orchestration for Video Anomaly Detection Qwen3-VL Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-12T00:19:41.113140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:19:41.113140Z digest=sha256:87ac2123c3295569498a2af3a3b2188098d4b4d0e252f1aa543556aa585eebff

Observation dacb0d86-a8a2-46cb-aa64-6147a6af239e · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.766332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.119777Z digest=sha256:fac0a8cbac0562115b5156e673f8ab4a8e951800964212a777abc0feca7b17c6

Observation e447357d-518d-4d66-be4e-a6c44e8debd8 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-12T00:19:41.124956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:19:41.124956Z digest=sha256:52c02e553621fd131172f8eb3bd73a02de41782c244292fc879ccb1705a13e95

Observation 874a91c3-9527-496d-bfb4-7ac0b6d64049 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.738478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.130027Z digest=sha256:5053d354a54d9bb726471819b20e80e3ef6441e868c27269dd560c4d33060075

Observation f9aea145-5e71-4df9-8864-66dc0a50cd43 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.719993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.134930Z digest=sha256:bf12008244adbd31eb0405e843f65dda05ee2cd7db0bbe70b96b1b480b6ac26f

Observation 4ada098c-f821-4201-8fbe-8208775fa4cf · outbound

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

VTO: Visual Tool Orchestration for Video Anomaly Detection The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-12T00:19:41.140247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:19:41.140247Z digest=sha256:256a9ed2f9babd86e04141ceec4da5277dc664e36bde704121ce13f7690eb9aa

Observation f31af760-a095-4458-8f60-cfe630f9328e · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.702679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.146336Z digest=sha256:af9e662e5e0cb0f4f4d4eabd3b396086a285b06ef0676f07f08d2f5a1a9ae9ef

Observation efd2aa46-bc4b-4e67-8678-75e140629409 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.685048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.151476Z digest=sha256:cda5dc04c2c8e130351ad37b50b5c5b0bf25245661064f4592a79e5cae4fef56

Observation 69528564-54c2-47b2-836e-927ac092a644 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.668621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.156224Z digest=sha256:d347b44c007d58585222ba7280ec8261a17a403603c1a624dee0dd6c04dd89d2

Observation 618d508d-5bdd-4eac-84f4-eaddbad7de5e · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.651547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.161092Z digest=sha256:b39e204fffe16609148c69ec9a450f1f115edc96512320cee3f72efd5e442835

Observation 18c94d5b-6735-4484-af4f-1d3de2b21cbb · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 11

Resolution
verified exact
raw_fallback, observed 2026-08-12T00:19:41.814067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.165934Z digest=sha256:ec55910bd68ec60ce23f10615f845c3713fa4d40269f0278d42109fc89da16e9

Observation 0769ca7f-82e9-4808-8307-118831eb6940 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.633889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.171635Z digest=sha256:65fd2ec65e06f621f985e89b4ad3f1b2bb2a648572b5711bc23ef3cad0a89e3c

Observation 99913297-4f2d-4101-8886-c6bb94bfd817 · outbound

This paper cites SEW: Self-Evolving Agentic Workflows for Automated Code Generation.

VTO: Visual Tool Orchestration for Video Anomaly Detection SEW: Self-Evolving Agentic Workflows for Automated Code Generation

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-12T00:19:41.176846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:19:41.176846Z digest=sha256:8bbce2a7bc4885b15611d2e4eb3e0bcf0348f48fa1d6d90934f35ac33b5be96f

Observation 367a5760-b261-48e4-ba29-ad275eff150b · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.616292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.182212Z digest=sha256:80cd4f9fe45bf88eb5830f525819c6bce1dae9caad06df17f43cfebce51b94ed

Observation 3afac1c1-1ba8-471a-b543-7d7bdfcf873f · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.598838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.187561Z digest=sha256:79f265ae7a30718a35e7fd914c3dc11e372719c440c00fbbefdb0ab89f3fee91

Observation d07f4ae2-8f27-460d-9193-70f1b43f4ddc · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.582382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.192731Z digest=sha256:78732c2513537aaf95ff2e4341441c3c0b8acf41ba2b7b52e3f3a3c6f61119b6

Observation 029f55b9-e1e3-4ffc-ae92-799b9401302d · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.565416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.197707Z digest=sha256:58f836f8c2cffdd4788c8fcfa23eec64e0e47bd462687d3b55c5f1afa5b97577

Observation 9102dc3e-170b-45cf-b264-1191cfeebab1 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.546283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.202463Z digest=sha256:36b06c08b58462b0523703412d943affa90e3dfe4bd6be64a8ea54c84eb3afea

Observation d06725c0-552a-4df9-81f6-6db5450ffd18 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.510016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.207092Z digest=sha256:1e511e8d6983821fe9034bd5b0a65dbb1c1127d55edf6e2ac5c41798b35ff6ea

Observation 45a5e6dd-05c2-4d06-b99c-e2ea77c19648 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.486892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.212140Z digest=sha256:6100d40907372cbd44c74cd57886afb3918939fc82659dabd0dab81d13d63be4

Observation 4df924f9-0efd-4985-86bf-e10fea90ba62 · outbound

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

VTO: Visual Tool Orchestration for Video Anomaly Detection Video Anomaly Detection and Explanation via Large Language Models

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-12T00:19:41.216572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:19:41.216572Z digest=sha256:a85cfd28e534541eacb93ca1d3ef7a37b251d1c626b8d21d276864797ffa183b

Observation 4a3a1165-65cf-459e-b99e-f37042cfeac3 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.467969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.221289Z digest=sha256:a7cf8453f73bcdacf9fc6bef53e774460ff6ddcd328241a7b61300a98f6f54c1

Observation dd77e5fc-b295-439b-8424-590e15f62d09 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.451086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.225751Z digest=sha256:6135d584c898ef77bb408ba5e348d426063bf5690fce0505e2b5a732b0d73e0f

Observation 04594b04-2d4a-43f9-b31c-c3feb7d3a48b · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.432078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.230651Z digest=sha256:bd18c82bd495e48267152b8c9b62a6efac10503349c8d90cfcbcc8275f232d17

Observation 6ecc2006-4355-4c54-ac79-a31847178462 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.412188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.235249Z digest=sha256:5b0ac31d417de2fe9b867e8c2b145ab93870a3039b127781e37b70d16d9223a6

Observation 629baefd-b32a-4ed3-bfed-66184e9a2ddb · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.394137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.239753Z digest=sha256:fc8449d4e913b4dae49496c19f563270145a699573b07a53d829ddf3e4cb5688

Observation a328bc11-3b33-4f1d-99f7-dde6b440096d · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.373179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.244211Z digest=sha256:36e62037bdeac0442d3150a7dcfcddcbcdaa138bc3f0f4242d92adebc7e31af3

Observation 801cac83-42b1-4b52-9763-b768c5ea3f00 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.353043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.249038Z digest=sha256:1f43f0fe91abe444f7a34acc5d9d54ff41cc84af2e31e0195e84ed1b5e89905c

Observation 1d6fe43d-fd27-4a31-9fc3-eaf1a84bc27b · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.332915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.253790Z digest=sha256:172cd60991501651e8434fdf96534c59f1acbc5817cd1182b6a178055458ce20

Observation c6f175b6-8b4b-4470-a59e-6a63fa2c6ffc · outbound

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

VTO: Visual Tool Orchestration for Video Anomaly Detection DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-12T00:19:41.258859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:19:41.258859Z digest=sha256:d107dd2fa02e13d0f55629643cd1c1d9306a5457ec8ac855dcf46ff98a190b5d

Observation 4c15dbb4-e991-40ca-9ede-9e63a3824048 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.314975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.264135Z digest=sha256:a3c189b59bb3dcb1dd945a5fc08acbd41426190b1b258846df0db00b6a534933

Observation e7d45dd7-814b-48f2-840f-c1a7195baa10 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.297514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.268642Z digest=sha256:3b31f88a1e94230cc23edabd6bf41f9f8052397e8078dd77ff17524afd88c59d

Observation 139fa7f6-189f-4ea2-bca5-34438ac86ac5 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

VTO: Visual Tool Orchestration for Video Anomaly Detection Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-12T00:19:41.272978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:19:41.272978Z digest=sha256:7af5ea6c18c13284525c22397a4eb0c1dc0895dcbf35c96371dd308b02d884aa

Observation 03a0f4d5-195f-48a3-9c78-70f32f3b9038 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-12T00:19:41.277970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:19:41.277970Z digest=sha256:d1d9297574ee4ac12a862bad280af8b957cd2d07430712755df6c98cff7279b9

Observation d3626c1e-a52d-435a-93ab-d8aee00c2316 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.263903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.282551Z digest=sha256:99cc04a2aa35fe886b1daa814250dc0f04c6a272b6c9200c726b01a8eb637dfb

Observation b9c4ffad-fd69-4a9a-bde3-e7bcbf846ecd · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.244082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.287234Z digest=sha256:d126ac4f6d9cf52d56250c79d04b142c962c0b3e65f2682e54489043538018e0

Observation 8b630cb8-5b4b-4891-b7a3-e957046aa881 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.225062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.291795Z digest=sha256:f09f26aeeefa10fcfe39a6283b83684c491bd226c3a13b1c0d219124fcb8616c

Observation 49876aee-d62e-468a-a0d6-ed1e5bee05d4 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.204288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.296401Z digest=sha256:a6d55307d182806ef632c07bf2989fcaa45bf3d45275a215928ab0218a466d9a

Observation 8fde1d4e-7fd2-43e4-9177-b7564138602a · outbound

This paper cites RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning.

VTO: Visual Tool Orchestration for Video Anomaly Detection RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-12T00:19:41.301042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:19:41.301042Z digest=sha256:d16a2e5c3747e834868e620afbfc5b35cb4e6cdb9321ce714a46dc8138147d4f

Observation aa29e52b-d940-49aa-b21b-4d35c36e9bf5 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.187392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.306515Z digest=sha256:8f6c86a3d628bf51dc10ab889afbd9bb6eea7352ed8b00f486bdf74b00259448

Observation a813636a-14dc-4aed-ac5d-013f902fd5dd · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.168746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.311335Z digest=sha256:eb52624d821a6c7870d643340b3dfad9017a8c5c141f83db9e63732cda55f827

Observation d8978e6b-3bb8-4e17-bdc6-1af53e58230a · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-12T00:19:41.316839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:19:41.316839Z digest=sha256:88a9d226cd9bcebf671fc2573a314064f079d67ff53dfbecc8b22df8e56c6261

Observation ee0d11ac-6592-4964-8454-1c8b20809a62 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.123437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.326895Z digest=sha256:125007ad08da501530ae6bef26b40544f8ce07345dc85cc9612c499f0514a9e3

Observation f0818af5-7a92-418b-bb6a-1b25fcdf388c · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.107863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.331641Z digest=sha256:76ba6db8909760c51074838a14796db3f212b09ff17ce1f1f46f9d19980e28f4

Observation 9e53c0a4-6e3f-46ec-bf7c-17780de7a04e · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.091632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.336209Z digest=sha256:7aa41f2644177815ec4a02a9f9a5dbd2b82f96132396b2568aa90b3254b23684

Observation fe185fbe-9d33-4227-a2da-c9baad091fa0 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.074878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.341282Z digest=sha256:2f67a756d4390dc43aae04166733cedbb537c0e28a4f0fa1e93dc16777979936

Observation c11b371d-f611-4e78-8792-e6dafaa559fb · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-12T00:19:41.345996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:19:41.345996Z digest=sha256:892475f425dc409b8112e1326423027e3fab3ea42bae4890307d4a1f6b8c26d6

Observation a1e171dc-3a61-4cf9-8cdf-ec0d1969c9e6 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.029421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.356099Z digest=sha256:4216c805b2376bd9ca52e5e3984a2b0eafee2f7c975e70747b7260c198fb03d5

Observation 1dc9ec32-5416-4be3-ae66-1f661757de7f · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:42.011259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.360859Z digest=sha256:37e12e0901518926306c682d1193a5960d0604ad33a229aa9e24e2a6ca72a5f9

Observation 3a5e11a1-e67c-473c-adc7-9fa3a61a3025 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:41.991050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.365314Z digest=sha256:cf89a2fe6f36b147a6a42155351333bc66fb808f84ab1e5f799df0f7213cc2ac

Observation e18ec5cf-b47a-414d-b944-f73307117b6a · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:41.974028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.369648Z digest=sha256:12834a66c5f66631d308c3204da52847af2c39f94a815c4dd49cb87eda6e89f1

Observation cc0c1f9e-239c-41de-a67a-548977e9da78 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:41.956647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.374151Z digest=sha256:d47d811a7c4f8cd63008ede1ec1c7abf3a85bca7481bafd33c099d865ff3468b

Observation 77bf2cb2-3eeb-45de-b041-604461e44e16 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:41.937462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.379005Z digest=sha256:fe42bd4d9413cca718943601d92c307d7d43636027210b75ec009d644458e5df

Observation ca81440d-7c0b-4b38-bbf3-493fcce71351 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:41.920381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.383720Z digest=sha256:bae145b82b6258c7b091b0dbc4727eab68fa4c213011fc78bbf8fd1eae62a6b2

Observation c96a9a9e-82f8-48c4-a119-eda70af7ead2 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:41.902174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.388277Z digest=sha256:62462da97fead170c5b5bca7cd35521d45656c75f3ed6e0ca73a8899e4a8f9d9

Observation 3eef2a8d-c7cd-4625-bb83-56d095d50eae · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:41.884597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.392828Z digest=sha256:b5f95dfb4f2df5b06ba930da8af6245f9c82860f33d05295eba6a2df94f778a5

Observation 26fa0e09-6de0-4be0-91d8-4f0e9d053b7c · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:19:41.867005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.397067Z digest=sha256:1e190db44f300cb33d0a62a903506ca99c9d6d9fcdde06eecd731e46d0bcfda8

Observation cef5930d-afce-4b99-8646-2711bc444667 · outbound

This paper cites an unresolved cited work.

VTO: Visual Tool Orchestration for Video Anomaly Detection Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-12T00:19:41.401695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:19:41.401695Z digest=sha256:be20756bbfe13893bb00d39733e86772e10a13a034a3f27f0c8ef161e06ba3f1

Observation 15508c9e-09ee-4b25-89f5-7e58e27542a2 · outbound

This paper cites InProceedings of the European Conference on Computer Vision (ECCV).

VTO: Visual Tool Orchestration for Video Anomaly Detection InProceedings of the European Conference on Computer Vision (ECCV)

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:19:42.140179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.321556Z digest=sha256:0b443cbf53ccb3de5314a4287c9b55f3a82a8824e8a7d469f0f32e56d8a12761

Observation b6e5487f-758e-4070-939b-2685a639ddca · outbound

This paper cites InProceedings of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)).

VTO: Visual Tool Orchestration for Video Anomaly Detection InProceedings of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL))

Reference 2025

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:19:42.047045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-12T00:19:41.351468Z digest=sha256:d87256886ddce2311612ddd08dca27f930fa0c80a6d07c968a36c1f2d1275dc7

Pith citing papers

No inbound Pith citation observations are available.