Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T08:26:18.557786Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2601.17216.
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 2026-08-03T08:26:18.557786Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
17 of 17 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 17be8bc3-d899-49b4-a7da-617f32c269f3 · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction Integrating LLMs with ITS: Recent Advances, Potentials, Challenges, and Future Directions
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed561d42-295b-405f-8c64-540eb2864909 · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction Video processing techniques for traffic flow monitoring: A survey,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 325a7dc9-a19d-41d6-b2f5-f5e7a0498034 · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction Semantic communications with computer vision sensing for edge video transmission,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84c477a7-5b3e-4b5d-82fa-adf8f4a1a56b · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction Revisiting Feature Prediction for Learning Visual Representations from Video
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44f81a9e-edc9-40a9-a252-345f88a26a94 · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction Traffic Congestion Detection from Surveillance Videos using Deep Learning,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09e6d561-c800-46e2-8c71-dec02c056ef0 · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction A study on road accident prediction and contributing factors using explainable ML models: analysis and performance,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c13dc9f-10da-443d-85ed-d49ae5c70df6 · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction Road car accident prediction using a machine-learning-enabled data analysis,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5612bbb-4827-40e9-9b28-aaebcfb6f1b3 · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction Smart city transportation: Deep learning ensemble approach for traffic accident detection,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5fd100f-6032-42d4-9598-01674eeca37e · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction Video Anomaly Detection and Explanation via Large Language Models
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ef8a5d2-53d1-4419-b11e-2ba399fadd4f · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction Hussain, Y
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74d850d4-4d7b-47aa-a749-0efca35c9f28 · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction AI for Traffic Safety: Real-Time YOLO-Based System for Detecting Road Incidents,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab4703bd-5fe0-4596-9523-66830761cbe9 · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction Collision Prediction of Smart Cities Using Co- simulation,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0daaedb-8be4-4859-a077-91a1df29b09d · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction An improved object detection and trajectory prediction method for traffic conflicts analysis,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc9888d9-b8f0-4978-bc6c-4ce93df8eea4 · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction [Online]
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6994e437-06a1-40b3-bf93-448048b84e5b · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction YOLOv11: An Overview of the Key Architectural Enhancements
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fac34d3-4cfe-4339-909d-ba120fa20f88 · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction Leveraging multimodal-llms assisted by instance segmen- tation for intelligent traffic monitoring,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3be563c-f631-41a0-ba67-7b1fc0d4091d · outbound
Spatiotemporal Semantic V2X Framework for Cooperative Collision Prediction Semantic Edge–Cloud Communication for Real-Time Urban Traf- fic Surveillance with ViT and LLMs over Mobile Networks,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.