Paper Citation Record · LEDGER

Multimodal LLM for Intelligent Transportation Systems

As of 21 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 3 inbound Pith citation observations for arXiv:2412.11683.

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

pith.paper-citation-record.v1
2412.11683 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:43:52.958496Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T00:39:02.667986Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-01T20:56:14.200163Z

Reference resolution

17 of 17 outbound references displayed

verified exact0
verified fuzzy9
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fb4b7f73-d3e1-4ef9-afc3-b00e078a8ab3 · outbound

This paper cites an unresolved cited work.

Multimodal LLM for Intelligent Transportation Systems Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T14:43:52.892080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48b4e1d5-e03c-4356-ba61-9405f3d350e8 · outbound

This paper cites A Comprehensive Overview of Large Language Models.

Multimodal LLM for Intelligent Transportation Systems A Comprehensive Overview of Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T14:43:52.896522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cd82294-b51a-49b7-b895-08a960ae1396 · outbound

This paper cites The role of transport infrastructure in economic growth: Empirical evidence in the uk,.

Multimodal LLM for Intelligent Transportation Systems The role of transport infrastructure in economic growth: Empirical evidence in the uk,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:43:53.383733Z

Source-reported events for the cited work

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

Observation 9caad3ae-b9f9-424a-ad26-d35f1073ee6a · outbound

This paper cites Effects of transport–carbon intensity, transportation, and economic complexity on environmental and health expenditures,.

Multimodal LLM for Intelligent Transportation Systems Effects of transport–carbon intensity, transportation, and economic complexity on environmental and health expenditures,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:43:53.372370Z

Source-reported events for the cited work

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

Observation 477ede1c-a0bb-4300-af43-9a536c3af8e6 · outbound

This paper cites Exploring impacts of road transportation on environment: a spatial approach,.

Multimodal LLM for Intelligent Transportation Systems Exploring impacts of road transportation on environment: a spatial approach,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:43:53.359721Z

Source-reported events for the cited work

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

Observation 9b9c40a6-4359-470a-b703-81dc6f641a22 · outbound

This paper cites Evaluation of challenges to the adoption of intelligent transportation system for urban smart mobility,.

Multimodal LLM for Intelligent Transportation Systems Evaluation of challenges to the adoption of intelligent transportation system for urban smart mobility,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:43:53.347251Z

Source-reported events for the cited work

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

Observation 5faaa310-bc18-44df-92b5-3a5052655086 · outbound

This paper cites Intelligent transportation systems for sustainable smart cities,.

Multimodal LLM for Intelligent Transportation Systems Intelligent transportation systems for sustainable smart cities,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:43:53.334148Z

Source-reported events for the cited work

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

Observation 04dedebf-4844-4e4f-b16e-29196ffa730a · outbound

This paper cites A fog-based security framework for intelligent traffic light control system,.

Multimodal LLM for Intelligent Transportation Systems A fog-based security framework for intelligent traffic light control system,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:43:53.320977Z

Source-reported events for the cited work

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

Observation 387f09ee-9a39-46fe-9922-0771a3e97949 · outbound

This paper cites Applications of ai, iot, and cloud computing in smart transportation: A review,.

Multimodal LLM for Intelligent Transportation Systems Applications of ai, iot, and cloud computing in smart transportation: A review,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:43:53.307108Z

Source-reported events for the cited work

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

Observation f7d8d671-92ac-4af7-affc-aaaa6ba685c8 · outbound

This paper cites The transport sector as a source of air pollution,.

Multimodal LLM for Intelligent Transportation Systems The transport sector as a source of air pollution,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:43:53.291950Z

Source-reported events for the cited work

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

Observation 827e0cab-7419-464a-a959-fd2835964b1d · outbound

This paper cites Grand challenges in transportation and transit systems,.

Multimodal LLM for Intelligent Transportation Systems Grand challenges in transportation and transit systems,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T14:43:52.934010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61914645-7e7e-4a66-bb85-3b648071a919 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Multimodal LLM for Intelligent Transportation Systems BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T14:43:52.938398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c020e90-7635-45a4-a8ee-03a40799a3a6 · outbound

This paper cites Decoupled weight decay regularization,.

Multimodal LLM for Intelligent Transportation Systems Decoupled weight decay regularization,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T14:43:52.942535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 144bd71f-6f6c-45f2-8170-bd0e49aa17da · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representations,.

Multimodal LLM for Intelligent Transportation Systems wav2vec 2.0: A framework for self-supervised learning of speech representations,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T14:43:52.951106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bf26190-e7a9-464c-98c4-f3bca8db1467 · outbound

This paper cites What is the limitation of multimodal llms? a deeper look into multimodal llms through prompt probing,.

Multimodal LLM for Intelligent Transportation Systems What is the limitation of multimodal llms? a deeper look into multimodal llms through prompt probing,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:43:53.259809Z

Source-reported events for the cited work

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

Observation 4abfdd8d-89b1-45fc-994f-7aafa6e0c8d4 · outbound

This paper cites Decoupled Weight Decay Regularization.

Multimodal LLM for Intelligent Transportation Systems Decoupled Weight Decay Regularization

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-11T14:43:52.946638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3da51ff-b177-4c32-8d99-664f8f39f244 · outbound

This paper cites wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations.

Multimodal LLM for Intelligent Transportation Systems wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-11T14:43:52.954730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 7069e37a-58b5-482e-bcb0-2ae6cadd4355 · inbound

Battery State of Health Estimation Using LLM Framework cites this paper.

Battery State of Health Estimation Using LLM Framework Multimodal LLM for Intelligent Transportation Systems

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T00:39:02.667986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c937932-68da-44f2-8bdf-602d8b9325b6 · inbound

LLM-ODDR: A Large Language Model Framework for Joint Order Dispatching and Driver Repositioning cites this paper.

LLM-ODDR: A Large Language Model Framework for Joint Order Dispatching and Driver Repositioning Multimodal LLM for Intelligent Transportation Systems

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T13:17:40.955486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2587e005-2b73-4381-a17a-489bc0ddd489 · inbound

Large Language Models in Transportation Systems Management and Operations: From Text Reasoning to Multi-modal Decision Support cites this paper.

Large Language Models in Transportation Systems Management and Operations: From Text Reasoning to Multi-modal Decision Support Multimodal LLM for Intelligent Transportation Systems

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-07-01T20:56:14.201678Z

Source-reported events for the cited work

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