Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T19:18:01.769409Z
Paper Citation Record · LEDGER
As of 13 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2411.10869.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T19:18:01.769409Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
52 of 52 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation eb6f3407-d183-4b18-a483-81189f55c243 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Human factors contributing to the road traffic accident occurrence,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation e6a1c09e-954b-451b-be16-6e73a0856605 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Impact of risk factors on work zone crashes using logistic models and Random Forest,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70b5991f-9e50-4d97-b1e4-c7f6ec3f0d8e · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Fuel consumption at signalized intersections: Investigating the impact of different signal indication settings,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 7e6b0140-6027-4a2a-82d0-bedb36850482 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Joint Impact of Rain and Incidents on Traffic Stream Speeds,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation def6b2a8-0de9-4eb4-b497-3c4add12b37f · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Modeling driver behavior within a signalized intersection approach decision–dilemma zone,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 6e69e7a2-d08a-430b-8583-43902fc824ee · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Evaluating a signalized intersection performance using unmanned aerial Data,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90dea34b-f1f6-47c1-b674-6e1edb5681a5 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Physiological and driving behaviour changes associated to different road intersections,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 972cbf65-49c2-48fa-819a-156e554f0cc3 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm NCHRP 20-07/Task 414: Benefits of adaptive traffic control deployments—A review of evaluation studies,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 5a731e58-3c9b-4670-9636-7454511a8d02 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm LLMLight: Large Language Models as Traffic Signal Control Agents
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe094be6-c1ae-4c42-a9df-a9c986971538 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Driving behavior classification at signalized intersections using vehicle kinematics: Application of unsupervised machine learning,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 97831a01-3c2f-4884-84fb-d31999b36833 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Heterogeneity in the driver behavior: an exploratory study using real-time driving data,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 9f40158a-2ff1-4279-bd4b-05f09a1ed590 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Interaction driver –bicyclist on rural roads: Effects of cross - sections and road geometric elements,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 18b05bb1-1469-4472-a1ae-ebf0b207d94b · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Driver Behavior at Roundabouts in Mixed Traffic: A Case Study Using Machine Learning,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 06a75c05-5913-49a2-b8a8-b7b4ee8be0e3 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm A Survey on Large Language Models: Applications, Challenges, Limitations, and Practical Usage,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e56bfc6-d084-47f8-a3a6-91432c3b9a43 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Incorporating driving volatility measures in safety performance functions: Improving safety at signalized intersections,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation d9405262-d1d5-4011-a390-1052dd44a208 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Incorporating driving behavior into vehicle fuel consumption prediction: methodology development and testing,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 0d9b70a6-ded9-45e5-8f1d-db7cbe153530 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62b5ad75-f8da-4245-b4d0-adb52660405e · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm ConnectGPT: Connect Large Language Models with Connected and Automated Vehicles,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation b8a983b4-94b3-4099-a781-271697a89e2f · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Large Language Models for Mobility Analysis in Transportation Systems: A Survey on Forecasting Tasks
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 001bff66-4d7f-4b70-9666-0044e7dffe2f · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Large language models: a comprehensive survey of its applications, challenges, limitations, and future prospects,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation c9240e58-63fb-43ad-9ae2-9106619fecff · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Advancing Object Detection in Transportation with Multimodal Large Language Models (MLLMs): A Comprehensive Review and Empirical Testing
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d189d0f4-77b0-4471-9443-405ebc7cffef · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm ChatGPT is on the Horizon: Could a Large Language Model be Suitable for Intelligent Traffic Safety Research and Applications?
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05597485-6e60-4140-bd4e-3259a463e359 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 45c993af-6053-4769-a4b7-a0ff9c7ef92f · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm TrafficGPT: Viewing, processing and interacting with traffic foundation models,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 94a0952b-040e-4d3a-a05c-ab201c65e0e3 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Receive, reason, and react: Drive as you say, with large language models in autonomous vehicles,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 405cd40a-4800-45b1-89e5-23199cb41963 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Toward driving scene understanding: A dataset for learning driver behavior and causal reasoning,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation d75398dd-1c18-4e8c-afbc-483ed3526aad · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Visual Reasoning and Multi-Agent Approach in Multimodal Large Language Models (MLLMs): Solving TSP and mTSP Combinatorial Challenges,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 71d08070-6a49-4300-8f79-9e4d2e0bce67 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Multitask Learning for Crash Analysis: A Fine-Tuned LLM Framework Using Twitter Data,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48c24aae-38fb-4f65-b769-defaf537836f · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Large Language Model -Driven Urban Traffic Signal Control,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 738387ab-957c-4897-91a0-e52d1a5d8be2 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Advancing ITS Applications with LLMs: A Survey on Traffic Management, Transportation Safety, and Autonomous Driving,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 76be852b-0044-4229-9f15-fb93383399a1 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm iLLM-TSC: Integration reinforcement learning and large language model for traffic signal control policy improvement
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44c26946-e7cf-484c-bc65-6b87898f63dc · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm LLM-Assisted Light: Leveraging Large Language Model Capabilities for Human-Mimetic Traffic Signal Control in Complex Urban Environments
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b65d7f28-5dd6-46dc-8130-b2b1317175b5 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22368421-4b2f-46ab-b221-f2867f275da8 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm DriveGPT4: Interpretable End-to-end Autonomous Driving via Large Language Model
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 457b073d-78c0-4cec-a41e-dd33cb00a795 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Traffic control systems handbook,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation e7311fb0-a6b2-45c5-be0f-e03c04209ffa · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Traffic signal systems research: Past, present, and future trends,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 1f33a447-7ba7-4428-96dc-8dfa09b3e6ae · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Using Multimodal Large Language Models (MLLMs) for Automated Detection of Traffic Safety- Critical Events,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a012fabc-b1fe-4b7f-9c27-b2d176087600 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Vision Language Models in Autonomous Driving: A Survey and Outlook
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c36e4b34-85e2-4ef6-8359-449243dae831 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Leveraging Multimodal Large Language Models (MLLMs) for Enhanced Object Detection and Scene Understanding in Thermal Images for Autonomous Driving Systems,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 4f684afe-9246-4abb-9208-07557560834b · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Hybrid LLM-DDQN based Joint Optimization of V2I Communication and Autonomous Driving
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f85d4a40-dfc0-4f94-94cc-db24b379d133 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Secure and Scalable Multi-Modal Vehicle Systems: A Cloud-Based Framework for Real -Time LLM -Driven Interactions,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 4a370116-4b79-41c8-aa8f-088190d181fc · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Traffic signal control enhancements under vehicle infrastructure integration systems.,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation e3bc6e65-aac2-4275-8d76-566651c6b611 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Agile Approaches for Cybersecurity Systems, IoT and Intelligent Transportation,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7840a44-e775-4a0d-b117-0f035c0ffe76 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Overview of Road Traffic Management Solutions based on IoT and AI,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62508afe-afef-46bf-877e-097d917708e2 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Traffic management approaches using machine learning and deep learning techniques: A survey,
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d4877d4-1965-4f5a-9da5-220e92f0ea4d · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Advancing ITS Applications with LLMs: A Survey on Traffic Management, Transportation Safety, and Autonomous Driving,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation a6c37404-4d60-4b00-bf2f-522394b2f6f8 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Enhancing Network Management Using Code Generated by Large Language Models,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7e057e0-a1da-484e-a740-33646ac00d2d · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm MTD -GPT: A Multi-Task Decision-Making GPT Model for Autonomous Driving at Unsignalized Intersections,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c28b559-df01-417d-a2b7-0b2d79eb8bf8 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm ConnectGPT: Connect Large Language Models with Connected and Automated Vehicles,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5846b849-4395-455d-9711-1e5158437261 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Prompting GPT –4 to support automatic safety case generation,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 7e67db48-1144-499a-8e3c-006e3745d790 · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation b34549da-76ed-40e1-b9fa-d37670ffdf3b · outbound
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm Unresolved cited work
Reference 4525
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.