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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=sha256:337fc2b25cc02767bf53906f04da7c39acc37283c1fe09dc3637de9957709220

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:fce707daa1173124ad5bbcf7bd768e15dcd4e90b53c747f74dd94959b0aceee5

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=sha256:6016c2e2ca0cef88c3064d400fa651c68b9c61f86b5f2025af3d7660bbf28187

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=sha256:3295c804e0be52d6613687d671297e0861a3971fa0d2c502ebb38649d905c1de

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=sha256:6db5b98711a2cd779ba624d90193ba6936f0d7809c8dc768f1a493ccb004c9e9

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=sha256:3c7a37347131144c83c8b5e968fafef259df1ea92a038452d9d5570b7faa245a

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=sha256:0a435f88f7454d5f871df591db3f5174719e1ce6fd0311f0ca9ec7287d6f7800

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=sha256:0324502abffe115c6c27036b09ceff5ccbd07c01143a006acfe61c02a263a129

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=sha256:6fcb7c1d818c159285763c82cf9376d85605ab09d84d7489c1dc60aa986076b2

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:c18bf65ea2f339a857f15aeb38a0742aeaa2b066be981db899960af42850a8b2

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=sha256:933d77cb8636d7b028dcb77c56d2636fe4c0be2c8b743b90535084fa7d87b93a

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=sha256:2b4f0265f6b0594b6653db21d4979651bc30f3c5ea630fee05b4484c2a84073d

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=sha256:8807e0140afef2f69e385a901b3f139893878ad19c7ac16aefdf76687ea5cf72

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=sha256:6f5928c6aab11572ecd3aa80fe48a05955f16a095bfc9b08fc7c0c81fd6f0536

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:b3e2f1074a04da7fc067fdab0a1d3adefcf79f4787c3a17bca5a6f21dca2da70

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=sha256:013e5ea92d6fe33fa8e739670b144a7fb1b20209c42a4e6ec9d554b38d32a970

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=sha256:4dcac3e6cdc99eee3e859f823f211a15f77c540f38b7de7d588c4b3f626e93ac

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=sha256:8a507d61ae6a5bcb0763a98630ef42241123ebcd872338d393635aff7d3e704e

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=sha256:0375500316f9c7c0627fb2739856a68a923ec94a6beaee88eeb5fd6742d20d79

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:f33b25e37466c35ed85fa1b66544c3a845ed369a14a0a4fa149aed8f608c0e8b

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=sha256:3f729c57bf00b9f11a3ab78619cdf233053b4f8aef2d0f2d3667d22fbff54730

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=sha256:18e79f52f9432a2461223c62d1c452a2cc3498f2c5c91e4695f07353afc69e4b

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:dea1e347df2604b06ba90a4eda1a7ae3cdf19161f22a1b75dab5c5f1af1ac8e0

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=sha256:2cefc50312242b828582e3331ce1408aade082cf99e88a31014ac7c2a97bd082

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=sha256:2c8fa832803dc79bb3761a6dba21686359ccc9051b4a904c40f8c17105ae76c9

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=sha256:7331646a5c06b254cdb903923d6e21b4ddda35edc9697a8c53eb8c7b86ddf392

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:c3e70de5ae22fe92cd02d7837a8dad8d7c345f4b9e14f5a79b04123ba341911b

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=sha256:11e7b6a828107c1f4abeab53b9ee4bf5bfdc4604ba61cf1619c8bf960ab99465

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:f38985f4fb1d4486315c1e425105f3c7e5511d4f92d9cff27b9d608d57876461

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=sha256:07cc571b4b848b80a8da4a99c89bc4eac7fb1b29f758eb538a4b82184eadc085

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=sha256:35f73b605607b3ae92bda82e48c59bc744d8bc3c4739d11ab5da8e90a1df337d

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:e854f6732c0822fb64b8788ba543b2944dfd084f8e8f77b366014b8b4f42abcc

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:ae8243d4ed5d4ef8f6777bf1b8790f6eaf50206cb291508ee07531b02490eaf3

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=sha256:109f500733045488018fd197c1c7be63530ff2d8b04507c16e4973d37b93fe3e

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=sha256:0c01c90fd9c1a5a1417879c923d0820fd61295d32a9bbcda44bf7934b558c201

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:daf35490317059c5941f89a1a873d676db651aa5cf7bddc296d4004ea2aa8391

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:e6f86eb98bafcedef9287f221a0d73f05d634db6ea719b1cf59d6c6fa0877e64

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=sha256:0ecbaf46ae0e5d0edb520bee40b724575e2d37c9d2db14c7a09af9cb6c99f4fc

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:b4e52959a787fb4538c5f6486c16745b11a015b26cde055cbb2689f017120d36

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=sha256:226308245dd071332067e2f2e64b2f74810092f5b2712bfed31a92db373a8959

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=sha256:6ef16a4301fc06e7c8005b5b429b85aca8cff17f487fe01f3602ecbbcf3fd416

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:fad0a7341476383540527ee30feac72bb05e1b59efc55cd6c4a704e49a831f16

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=sha256:88fbf07dda60a7d518f6ac188535247e7f31afc82205636ff8b94eb27a6d3639

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:fb4ec426ddd7ad952d41613bbda2ded6d4f104d3463d41c67a5cf45306d0429f

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:d1057497bff2b8b433ea081857e67444dd3dca256d540d9d444336f955ae2e44

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:ae5710c88d3ed00df8db63f7248bd6b4f39a5366fe7b6fe48095d5b7f2d58568

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:c67fdfcc0de9ae49d91e21921915aeda60f05ac174af4082493680127de61f64

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=sha256:83c9c0a64308c4540e7f420bd9bdabfd2ade8ad7bc8ccb7209efc861cfc98f33

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=sha256:4e17047f8c31a810e43d3e3e0ee0bf6aab18c366017800dc89acc5b0953a8b82

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=sha256:713f8d1cf508b3d9147c98e514803571a5b20c97a2a41387cae22ae4b4cd234a

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=sha256:9ccd0db424e70fa4bf1b8da92732d116d88532a1aec2a03e046eb5b6b5023e94

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=sha256:874e138944b7aeb1509cfa88a1a3c97af8709356e4928d6b67362106f7bf8765

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=sha256:17e6efe9e02fa467b59163ffd32a3ab2aadade8837e64f0524f89762674ed0eb

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:e2cf97a17e8bc045aa7a71f484e54527792f3000d1d7e375be17bb59930bb51a

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:fa03fad5b9d4afe2a8c7edc05c9ca8d448fe36b807bff3788a20eafc26bc3092

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=sha256:3d2f02c24c0250b5e08536c37c8c2be037f348b4c616860cb7205dc9866804c7

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:be3df2c6f37b42ee766a7ebab1373bf878ccaed7c8293281b621051753f02328

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:cbe00d6a3e43c9d9d57bbd77de0ae9fc7f35f8c2b3e498ca4949b5693ce13749

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=sha256:2df0b28b1be627b015a537deb903a9e9613a06f8a4db56ed79f3ed88bb40b438

Pith citing papers

No inbound Pith citation observations are available.