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Paper Citation Record · LEDGER

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics

As of 7 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2507.19821.

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

pith.paper-citation-record.v1
2507.19821 v2

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:05:32.520139Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

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

measured 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

59 of 59 outbound references displayed

  • verified exact0
  • verified fuzzy3
  • unresolved56
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b724ecdf-1918-47d0-9300-23392e3a2a21 · outbound

This paper cites BoT-SORT: Robust Associations Multi-Pedestrian Tracking.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics BoT-SORT: Robust Associations Multi-Pedestrian Tracking

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:32.261943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:05:32.261943Z digest=sha256:f63c1026d68ffcd38ce9fbc2c8882cd2f2255355e7bcfed51c8730584cf9f9f0

Observation 89c791bc-f87c-4d5d-99ce-cd304f943df9 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.563244Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.267223Z digest=sha256:a4702edaeacccd6ab72d5585e3d9dd1403dc8ab5f29e587ef8fceacc94e7a2ee

Observation 03f300a1-9bdc-44cf-a943-53d90bff42c4 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.549709Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.272599Z digest=sha256:086965f68e1914e95696cd8c29e53f6bd5d9d9b746b46703229ea948ceced00c

Observation 3d81d1c6-247c-4a51-be5a-3d8cdf5e1c23 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.537321Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.277268Z digest=sha256:31ad6d1ea549209133cf97379c074f5b260bf5fe57ee1ddf801e2a7f4cd279e8

Observation 9dac1c13-8070-4389-9b5b-02f9f0c0350a · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.524230Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.282974Z digest=sha256:bf0844d85294fca742f09f166564fc0f6430b90be60c62103c48e02a1f9ddd03

Observation c1edd450-e3ef-43a6-9296-7d765c47eddd · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.510397Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.287656Z digest=sha256:780e911350e8625e36fe3bb492d246fa77f29da9106fc44d97e8c716b36b5963

Observation 4006d656-e895-45f1-a732-fd504fb716b1 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.497384Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.292590Z digest=sha256:f8b062f94aad9415e4649478ac163c2f62f3a880c59389aa5bf2150a71ff7288

Observation 35651239-e7a9-4379-9e21-dd754fce0ef3 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.483053Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.299010Z digest=sha256:53a8e8d39b9e6345214746f0a219ddd5b677dac56d4d0a89a474a746962a69fb

Observation cbda6080-b47c-43af-a2d9-37b5afdce54a · outbound

This paper cites VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:32.303280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:05:32.303280Z digest=sha256:9c5f0284c27ccfc2b623463c9e5a5677233cc4c0c1747f6daf30b685bca23103

Observation 9ae173e8-8aba-4934-b359-6ecfd3e2c24f · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.469958Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.307896Z digest=sha256:7ca18f2493f73cc97a7eef0ca87be642df02a54f8d43473a453e7391344fc48c

Observation fc96faab-fb31-4d5c-8630-951b26a64bc8 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.457523Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.312163Z digest=sha256:1f881a905325b6a71aab3ee8f157585f409ea093ea5271e7024bc4ed4bcba660

Observation f420fd3a-835b-47d8-bc4b-02432e621e33 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:32.320943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:05:32.320943Z digest=sha256:09b5d7b6f4e9e0d5a80f38847927345161f27f620e93a49c0ed497629f31e963

Observation 694c182f-3358-4a1b-ae1f-549f7760bb44 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.431038Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.325102Z digest=sha256:432b7284d63859204bda227dbf8208854c40bbb803455b50d3f0e6d57a25e8a8

Observation a79e4e17-4bef-4321-a32f-c22d71ffba8a · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.418486Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.330182Z digest=sha256:fec77b5d1076c56fdaf21ce1c4267b6386217596603772f5b2e8a70065d22b50

Observation 9463558f-371a-4a20-b2d8-84079167566a · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.405350Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.340460Z digest=sha256:a52ce8ac8b2be65f406856e437f391bd148a5cfd93ad6b2c53497370eb136b69

Observation a2b31d69-c631-4fe8-90f5-b26d88baebb1 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.392571Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.344884Z digest=sha256:da006ddb33018d4bddfe2d50dd672597d72fa22b2e49dbe4a592eeb02ba62e23

Observation cf517558-9ebb-4d3e-a98e-094e1aa0833c · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.379039Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.349069Z digest=sha256:1ae5d2ffd1f2f92a9fa656da6fe75026c7267f2411eac06aa51e232cb8c14e13

Observation 47642a2d-100a-4a9f-ae60-44190704b21a · outbound

This paper cites GPT-4o System Card.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics GPT-4o System Card

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:32.353248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:05:32.353248Z digest=sha256:420c60874b878c2e20e72db08222e8368f2e07f784aedaed6066dacc035c9d1f

Observation f25d5273-3c1e-45ba-969b-7ab90c86c73d · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.365545Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.357663Z digest=sha256:c6b449ff81d588007dcc09ee5f745ade4231072407492e87a5455e0ec5b597be

Observation 1ed496e9-13c6-458f-967c-0b1f6bd0a4b1 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.351638Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.361881Z digest=sha256:80da858b827a3de538cb42e06c38aaa7d66ec15719c375c6efec0b0e01b61cff

Observation 54b928b0-2dda-44c6-9605-15e2bd18d6ae · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.337276Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.366095Z digest=sha256:8cda437d375aa9c6e150fef4efb152fbfdf462cb98659c56c9262051eedfe91a

Observation f4a9ffe7-74fc-4da8-a7a4-673f8f4354d0 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.323075Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.370013Z digest=sha256:b6efbaaa3c417fe8a03cb2266cef1dc0ce8eea2b8b8289b2b943320023f66c62

Observation 00fc64a5-9f74-4949-8e18-3c90ad703a92 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.308100Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.373950Z digest=sha256:84fb489fe191dc93fecea4d03b01fad09e3362b9bdd1e9a6c169fb82829a3cd7

Observation 8b438596-3ee9-4853-acca-c24ca087d610 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.293835Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.378000Z digest=sha256:6631664ee329580593bb03e6a2827ebdb41eb7ffec9df84c53208485bd69e1d3

Observation c3b96f6b-45c4-4204-afcb-f8674d4f1766 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.280473Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.381862Z digest=sha256:2a128d20b6743e84a96238abade2679b962f1a27d992005742ccca57280e01bd

Observation aa5b7c2a-d39b-4762-8477-6b1d10f9efe3 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.266084Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.386740Z digest=sha256:4b854f374980bcea98efd257a3095d0384772b1bf5d48ba5eb7184440ac701cf

Observation b5121310-aeb8-4227-a24f-0e0a46bdccc9 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.252427Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.391024Z digest=sha256:355a4f2ad40bd17ab4a74b5febcb3f07f69ef50cfc24cdf569991edfb6f94f6c

Observation 8c43e8e7-0fbb-4228-82bc-ed3046d500cd · outbound

This paper cites VideoChat: Chat-Centric Video Understanding.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics VideoChat: Chat-Centric Video Understanding

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:32.395182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:05:32.395182Z digest=sha256:c150cb1725b2e868a2d3cc950007e6a581ecad7123a178c2eab8b6dd08442c33

Observation ad89585c-88a9-4456-aad4-93b99ba6f05c · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.237650Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.399650Z digest=sha256:ac194602147c13a685864aeaf6f1a97971552ff749d9654ef20d2d86d5c462f2

Observation fcef74bb-038d-4727-8a40-467bab39fe20 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.222387Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.403672Z digest=sha256:89c8f83d2147d1078eacff85d36411488e4044ec52305a130a031eb092659d1c

Observation 79cdbcc8-6c07-48b9-9e72-e300b01626e0 · outbound

This paper cites Kangaroo: A Powerful Video-Language Model Supporting Long-context Video Input.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Kangaroo: A Powerful Video-Language Model Supporting Long-context Video Input

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:32.407540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:05:32.407540Z digest=sha256:9d9ab843d92d3a532320e4b4a3f55def535b716c495bdf30979991894dc0e852

Observation 6c393468-572b-4f55-b68f-889ef34a90d7 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.206782Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.411991Z digest=sha256:eb0284ab80dcb638191633fee321fa0f2b2f5f101debddfd7ac49a61e0b9161c

Observation 1ae5bba7-d70b-4fbd-818c-13774f3b5c98 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:32.416757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:05:32.416757Z digest=sha256:8450b30a55e61cf13a47f1db8efe2e721984e4b4488f2a0781044e0b08b72e49

Observation 505ac7b3-9425-46ed-8a77-dcd4933d54c4 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.192531Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.421417Z digest=sha256:4c7b3fed88ef2755aeacc1c6a60cc48d7c4e661b701f11db0f19ec128b98c538

Observation f26f881e-ac62-493b-8efc-ea933ba066a9 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.178436Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.425569Z digest=sha256:991050ff3ea867d8e2366f2da79b9170b9af56523e74bf4fbe8370a19585c471

Observation f8cb178d-053e-4e48-97e1-09f1ef358efa · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.164259Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.429815Z digest=sha256:3d4eb8100b78bfcd1f9999ae4fde663a9d0d4b98205408eccd042fc79d6df0dc

Observation f9083c9c-04ec-435b-80c4-299f51966d31 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:32.433958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:05:32.433958Z digest=sha256:0b4f2dc61e1fc14a40e308b49576e97ed33577e0d0376ddcb197a549fa707903

Observation f3bec887-ab26-442d-b153-a4a4d6ee0352 · outbound

This paper cites Zelda: Video Analytics using Vision-Language Models.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Zelda: Video Analytics using Vision-Language Models

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:32.437960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:05:32.437960Z digest=sha256:0cfff4a3f224e9baf1a06d3c9f8148b8a12411e1d678498e2510dd0be81a0ad8

Observation f0d36ff6-5396-485a-b7ef-2101118440ba · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.139966Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.442024Z digest=sha256:351db62f7cc3a3242bb3a418a61fb9174acccd5f0da830d5cdfc6cfc0d9f9eef

Observation 26d858f5-caa9-4a83-be84-d58032560e68 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.126162Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.446848Z digest=sha256:f7d0dd9867322616a5db991f00019f68f07ad5036cd215d70197dccbfbe8ff30

Observation 6c79540e-4df3-466a-a226-4dbb610eb2ad · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.112324Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.452632Z digest=sha256:8ec496aa206c3467aa29cdd09eb10719e97b03b1ed650ff065995b837c6fef5e

Observation 22f8e080-3102-434a-979a-aa904ec6a320 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.098951Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.457092Z digest=sha256:8c2a329c6611329f84007cd690a5e3564ca19dd1b0017d114e3a70d7e97f9783

Observation 06c7fcd4-1539-4c14-a3c4-80668e0115ad · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:32.461676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:05:32.461676Z digest=sha256:506364aa9321f807314ca559fe8cf9bcd99b8b8686c24be4585f6e61da47b23a

Observation 059257cf-493e-43cc-ac23-76fd5f43311a · outbound

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

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:32.465774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:05:32.465774Z digest=sha256:3a2470c6fdf839a0ee74633c7aefd519752b268d1f476451f69b148688155ff8

Observation 70a1c63e-f22e-45b3-ae61-d5a2ffae2f57 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:32.470102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:05:32.470102Z digest=sha256:dd2609419097ca2ae8551b3ce639d3f3cc596e0c69de2b5a920aaa58214dc07d

Observation 98d0495a-fdaf-44b9-8113-34267c127c41 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.085761Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.474339Z digest=sha256:78222c0aa935cf0fd4787f5cb9ff57c378555922b5f5f658dff68772b60e33a8

Observation a798dc27-04f1-48a0-a6af-059d395ab17c · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.071938Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.478257Z digest=sha256:d13fb87b41e79e61c4e55499570d5a8b8391df8cdafff83bb00516e29ac9fbeb

Observation 04bf8980-89e5-4f60-bae1-31926f360a64 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.057184Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.482011Z digest=sha256:b7cf84b3f264e6f7deed0f74933b27e858ab5232b6e39f2443b1da1244f50d37

Observation 931c37d5-b659-4a94-b4ee-1982c51636db · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.028864Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.490859Z digest=sha256:5ed2391a8372f391ad6c14939b975924835ed1b765df37a676ef802eff1b8984

Observation 1fd31276-0317-4fab-8e7d-b6219132dab4 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:33.012296Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.495020Z digest=sha256:1fbb3c60748e34b8ac38383bdfb4335e776e21de79b9e1b1ed7117de25ed7d4e

Observation 94ab6763-3333-4f30-837b-edd32100dd41 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:32.996727Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.499033Z digest=sha256:d42bd5ad27af378dafffd5721b0a39b168ccfc707b26bb494de5d4f372ee5e80

Observation 3b5e3be6-f9fb-455b-8214-d751b065597f · outbound

This paper cites Long Context Transfer from Language to Vision.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Long Context Transfer from Language to Vision

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:32.507337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:05:32.507337Z digest=sha256:9a3a979031e6f3838c3111c358700d0eeb710696038959547af63a640e8ca1c8

Observation 542037b8-ea75-435c-8d9c-f7c41a471fe3 · outbound

This paper cites LLaVA-Video: Video Instruction Tuning With Synthetic Data.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics LLaVA-Video: Video Instruction Tuning With Synthetic Data

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:32.511719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:05:32.511719Z digest=sha256:2f174f5e5f94e8b78d3f076420e1c992755eddb26d3147fbfd42d43740e54586

Observation 0a29f40b-c5f1-4671-bff7-8c140abcaffe · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:32.969165Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.515998Z digest=sha256:fcdbe9c5d20911f64d47089cabdbe47027e037173942fdab3a22f54b8e10842c

Observation e3ad464f-3472-4889-9aea-8e98d9eae552 · outbound

This paper cites an unresolved cited work.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:05:32.954607Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.520139Z digest=sha256:dd7732f9d1c1a873a974ea7077ae805139f517e3ab5985e25c9fd9ced6645897

Observation 827b598f-0118-4206-b082-bf94e5100bf1 · outbound

This paper cites TKDE 33, 5 (2019), 1946–1959.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics TKDE 33, 5 (2019), 1946–1959

Reference 2019

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:05:33.443839Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.316786Z digest=sha256:8e489512bd697247b76656a673a1141fd3eb31eb265eb5a5c3e6d82492338876

Observation 0e8098cb-f2eb-47bb-9cbe-41eb4d7ff462 · outbound

This paper cites FastReID: A Pytorch Toolbox for General Instance Re-identification.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics FastReID: A Pytorch Toolbox for General Instance Re-identification

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:32.335762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:05:32.335762Z digest=sha256:525d97007d78b860c087b83b56366df7fde51e048af034e1e8f3a2a3e192eadb

Observation 9596001c-2c4d-497c-88d4-165e04a55e13 · outbound

This paper cites In SIGMOD.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics In SIGMOD

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:05:33.042917Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.485983Z digest=sha256:26088afa0304927f8e55531d5375d76f31c3e95bb2f5439380df5b6856da5680

Observation c80b58da-cf9f-4460-858a-69a37067ba7d · outbound

This paper cites VLDB 17, 3 (2023), 604–616.

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics VLDB 17, 3 (2023), 604–616

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:05:32.982912Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T14:05:32.503155Z digest=sha256:38e69b375bf8009975cb3e2784e174ba3de3f6f7aef8a9dbd6a4bcdc60eb2c68

Pith citing papers

No inbound Pith citation observations are available.