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Paper Citation Record · LEDGER

LAVA: Language Driven Scalable and Versatile Traffic Video Analytics

As of 10 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 2026-08-10T06:31:04.303077+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:d3a517c5ba3f472c6ba51b6d7874a7d18751a3085f69809f557f7650d1183aa9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.267223Z digest=sha256:74c0f0aa595ccb9456ea1c020a9b9199f41798f8c2f8fdfd1748c58b26ef5277

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.272599Z digest=sha256:d45c8a32e06757b6a95119fc046f5ef7366f50fe6d70d68fc578a197290c5520

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.277268Z digest=sha256:1e59fe60cb7091e1dd2706e769d0e8d1791c452f548b8dc89ee9a97cdf555793

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.282974Z digest=sha256:ffaef53650f1e7a7fed2211b755093c7935d7dea827cf736afd04c4d54185373

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.287656Z digest=sha256:e6d4218c21084a088144409a544e57be8b142aec178853626b03388484600a4f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.292590Z digest=sha256:b795114d1af0b1d94ec4da44e68d74b00f0d42db9a25c20819e7101574acde7f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.299010Z digest=sha256:d6697dec0ed020dd94c885bf511e893f1218cee299edffb137903947c1ed3632

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=sha256:2e474e606997efe7c11c5823a2cdbb6e124ff15447b7022d2c9444d9ecf30914

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.307896Z digest=sha256:831740d2335012e7769cc563a1f9bda3c7bc9c5614df994c95874619db4b5a1c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.312163Z digest=sha256:35797a5e93ab83767eb87c43812bd1d78332b116bb1bc65fd67e3678e61b64d9

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=sha256:539ef39a989cc53d1d294466f422e459c921becd10ab0c9b78459e30a08ef6b8

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.325102Z digest=sha256:5037bef15c14416e2448daca1934d5f4a506a1b31267b6f8815d6040988fbf8d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.330182Z digest=sha256:2f9ad353788f2c27e85147a10e9dfc12ed2b9e3e3827c780ae046c7aa2518c8e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.340460Z digest=sha256:f24acd61616f4fd6d93986b2854ff8fc1c5ea6e66f7bc8462a1b9bb0128b16c4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.344884Z digest=sha256:1f049992ebaa684a5b9a73d75eb997db6eca3ac53be0f5803ef81ba07ea63a7f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.349069Z digest=sha256:26a7615e520ecbf9e23383b6c30c0d092c5ed1483dd124fb7145346b72b2e2cf

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=sha256:853d66c416ae4e6a75a37f45819935821c7404fb75e72f3f052edfabf4e14f9b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.357663Z digest=sha256:9855ef9a163c3180e7913d7581e266f6364163dddd9dbdd736a088919b5ef077

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.361881Z digest=sha256:ef3e1ff44204c9dde8447ef720c983d306076a6d47cb3062afc910fa9b9d2648

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.366095Z digest=sha256:b948056985a231dfd13c29dd7b2498da9ed3f96be11c21899fa7d1b225e5e849

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.370013Z digest=sha256:5f88b5fc18635612a6132a2ef40dfef0bfd5430428c6056109eff834f7d46350

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.373950Z digest=sha256:843cdc65073adfa6fecc88cf59dbb0535fd391f4351c917cb177a9bfc44e5d54

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.378000Z digest=sha256:201867c6d23ee635c12a9ce88868843123b9e83182c268b12ecae24e4c018054

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.381862Z digest=sha256:d8f5019497a481f1fd11bd7406dde0c8c831e1f09288fb9987f68fa6c1beb391

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.386740Z digest=sha256:69acd2615f59f7f4f201c21d7752a12b58744eb21923440605d483a12a72c16e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.391024Z digest=sha256:cab7fc8dd18c4fde8495f6ac7504023730c1f72283d54fb3bc5f4b688135aeea

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=sha256:3f35373f635b57cb4bcd408e3403009c776379ace8488a7ed8c285847c572470

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.399650Z digest=sha256:a059ac7856e46905ae0a1898babb5ee29d0b37e017086c96b2b234928e00eeaa

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.403672Z digest=sha256:e4067e44c73c39509197a4471cdf70ef19a412a901dff250161d305934df2d95

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:e32e4afd688db0d58eafcff076562ca2bf2ccc2d97c98b86edfd3c5d6017eadf

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.411991Z digest=sha256:a9835cbfdf49f85c56d9335b228abeef395e0b8623409bf60a2eea4375a24f5f

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=sha256:665426140109938597117ee09571e5940056bcbbe0d6f79d781fe807809e839e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.421417Z digest=sha256:ed5ac8762baeeca73ff536e90b17f4ecedbdf1ba6a9f1749c81e87f3341310b6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.425569Z digest=sha256:3a7ef698e8741d5c5f851f1a88f19ff3d573cfb1f97b8a32fa747a1be0acf568

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.429815Z digest=sha256:5ed76b18b0c2fe6970d9b5afca496d7bbe365c47a8739143320c46ca9f82e237

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:fb8a9be709e826e5f649a99137b939f4fdc4745cd88c0acf66332eadb123ac43

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:ba1b171c2855e22b9b5a3484122521f03cc1fc13b5f50ebef02d79e1300386ad

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.442024Z digest=sha256:93c258fa01a436a24f9b4740d277fa6bf037e168209a274a18323a3d2329eea8

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.446848Z digest=sha256:72cf0df6006da0272758495f26217f3f4c289da5bd7c2fa543a5cef66abf1f35

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.452632Z digest=sha256:b104e057e3cedd4e61f8143799495fe36536ccf612bdf6ee4cc8247c188f9486

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.457092Z digest=sha256:41d57027772bc752aa1839e9a5af3d1a6d6f558d5cd07d0a20f9277aba2f37da

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:d82592598aa83acaa9e7c44328f082b46388036d593a8ebc3549770614775b8f

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:fd46ad3658c0c239d034ed166ce52c3dc067fd7ec6e918d35dd38e85fe48ead8

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=sha256:0128f37466c9ed56fcbaab1483ad750d409012bc32f4daa08d9527f3954ca282

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.474339Z digest=sha256:6229ae17c513dd75e2bf116ed18020e53937f5d2139fbd2c6510c623f33f460f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.478257Z digest=sha256:8f6950039eec0666b633e4fb95b57033febada251163ee1d5c277e66660c9754

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.482011Z digest=sha256:9329ca5b0cf69be7237ed6e852a3481039df4241632cdfafe6276a9b476b54d3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.490859Z digest=sha256:1bd0b758f51c48cabc7d8ef2a14a14c45c06b3472a14b543d5d956f3b07958e2

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.495020Z digest=sha256:f132b6c8f4b1ba314536e0348816efc0792fcbfc23d851ff07f20623c9c1b38e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.499033Z digest=sha256:933927b26c410cb4a9a04099e7e8e17bc60cd7b004e6756767465c7ba6233ea1

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:b46c12d2b050dd91b0b3ff9caf66f0696ed0991a3ca457830d4815a3fe089550

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=sha256:26e9536b5feb8bd68c34d4e53069f7f652a681965c2a2f199f8aa6ea86c3d358

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.515998Z digest=sha256:233b3b6783eea1814f80ce60b95ffeea3ea86c16234d7a3064f9be5eebbd9a81

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.520139Z digest=sha256:04d0a3786ace9354003393d9ae5b1b67241d6ff07a6f2b43adb63d4bfdf0c539

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.316786Z digest=sha256:b0d7eaff8f026fe876516e487560ec2df715fda4f04941bb046faa4a78b3d98f

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=sha256:6b2c6de49d684dbc7b0eee14b61621ed9e084d7abb41af22c7c0eb34c23ba48a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.485983Z digest=sha256:0122d49629d07ed6f440b72a0ffba3f1594d3a0ef1652dadb74227932356bffd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:05:32.503155Z digest=sha256:2702f54f951771b5fc1bc05591f9815bed56e18ccd1ebb99fa03e71f323f4b76

Pith citing papers

No inbound Pith citation observations are available.