Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T20:38:14.270515Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2507.02313.
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 2026-08-06T20:38:14.270515Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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
40 of 40 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e26511de-ada7-4324-a536-4b9f7e5ba456 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers A survey of autonomous driving: Common practices and emerging technologies,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d753df0-5217-4bc7-aa01-9acace2aebba · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Deep reinforcement learning on autonomous driving policy with auxiliary critic network,
Reference 2
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 bbae34f1-5ba8-489a-bee9-834352757d5c · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Risk of stochastic systems for temporal logic specifications,
Reference 3
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 fdf3e288-6cda-4498-a2ce-46b29cf720f4 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Drivellm: Charting the path toward full autonomous driving with large language models,
Reference 4
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 27d36e24-7af1-42bb-8ed8-8d4f4def68c2 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers A multi-layered approach for mea- suring the simulation-to-reality gap of radar perception for autonomous driving,
Reference 5
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 e6696add-ac1a-4f34-a4ca-49a2133a1159 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers How simulation helps autonomous driving: A survey of sim2real, digital twins, and parallel intelligence,
Reference 6
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 de91d82a-124c-455c-a152-a8b3475faa95 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers A high-fidelity simulation platform for industrial manufacturing by incorporating robotic dynamics into an industrial simulation tool,
Reference 7
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 d8ee6e99-b46c-432a-b7f4-e6b57672c058 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers A survey of deep learning techniques for autonomous driving,
Reference 8
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 540660cd-95ac-44a1-a665-1074bb764085 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Enhancing sumo simulator for simulation based testing and validation of autonomous vehicles,
Reference 9
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 11240edd-42d0-462b-bd6b-87f951e1f1b7 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Carla: An open urban driving simulator,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39012486-9fd6-418b-94ec-2b5d0f194edf · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Stabilization approaches for reinforcement learning-based end-to-end autonomous driving,
Reference 11
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 be0dfc6e-22c8-4e16-b61c-2fac2461c489 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Overtaking maneuver scenario building for autonomous vehicles with prescan software,
Reference 12
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 4aa51696-4db8-4c83-b39f-0fdaa52d87d8 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Choose your simulator wisely: A review on open-source simulators for autonomous driving,
Reference 13
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 3906dff5-528b-4c1c-a050-12f5895451fc · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Hardware- in-the-loop simulation,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9300aa55-75ee-4604-8126-ab2e8640434d · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Hardware-in-the- loop validation of an adaptive model predictive control on a connected and automated vehicle,
Reference 15
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 542f372a-0575-4989-8133-555efe0ac071 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Implementation of a vehicle-in-the-loop devel- opment and validation platform,
Reference 16
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 52bd7dbb-1fb5-4c25-9f5a-a434a329697c · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Mixed test environment-based vehicle-in-the-loop validation-a new testing approach for autonomous vehicles,
Reference 17
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 c96c0c73-f6fe-44a3-9669-9017a82a57d9 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers 5g-enabled autonomous driving demonstration with a v2x scenario-in- the-loop approach,
Reference 18
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 7a56508f-e178-4276-8899-ddd1ed2868f5 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Control strategy and simulation verification of hardware- in-the-loop system of automotive steering device,
Reference 19
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 7e3e7748-db2f-40e4-8ffa-0362f586b9f6 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers The role of ai, machine learning, and big data in digital twinning: A systematic literature review, challenges, and opportunities,
Reference 20
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 a4444f65-e6a4-42bf-915f-079e796a6323 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Digital twin paradigm: A systematic literature review,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff9366b9-3fa3-4a31-9a6a-da50f8786d4b · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Automatic traffic modelling for creating digital twins to facilitate autonomous vehicle development,
Reference 22
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 ff0f2fb7-231f-48f7-8a6d-6bccff7ea70c · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Virtualization of self-driving algorithms by interoperating embedded controllers on a game engine for a digital twining autonomous vehicle,
Reference 23
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 2a5fae58-63af-4357-8882-a7ec5392f7f2 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Digital twins: artificial intelligence and the iot cyber-physical systems in industry 4.0,
Reference 24
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 71cf12de-d55d-4710-b907-f32f9fb40fbb · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Digital twins and artificial intelligence in transportation infrastructure: Classification, application, and future research directions,
Reference 25
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 ca4df099-0983-44ac-bc41-7ff487f81dc7 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Digital twins for dependability improvement of autonomous driving,
Reference 26
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 aa321ca2-e012-4991-9a27-fff20998b778 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Artificial intelligence in the digital twins: State of the art, challenges, and future research topics,
Reference 27
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 a5039dcb-28ef-408a-97cb-4b263ea20a73 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Prescan simulation demonstra- tion,
Reference 28
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 3c7837d3-ac39-4d2d-9f4c-bf0b03f91af2 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Data management in digital twins: a systematic literature review,
Reference 29
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 c5d43201-e883-4e2c-8a2c-be5f7f99cd26 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Structures of small database management systems,
Reference 30
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 259b620a-4ae0-4927-bbc8-0b84fd0f0a61 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers A novel pure pursuit algorithm for autonomous vehicles based on salp swarm algorithm and velocity controller,
Reference 31
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 60591aad-383e-48d9-95ab-351203b79be7 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Towards an under- standing of adaptive cruise control,
Reference 32
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 33a95950-ffcc-4367-bd31-74bc9a3ba91b · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Collision warning with full auto brake and pedestrian detection-a practical example of auto- matic emergency braking,
Reference 33
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 af8d9e5e-f2ac-4344-87ec-f6eb97c8000a · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Incorporating Target Vehicle Trajectories Predicted by Deep Learning Into Model Predictive Controlled Vehicles
Reference 34
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 a7b95192-e3a7-4720-ab7d-d9002ab40254 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Driving data of a real f1tenth car,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37cffe67-58b1-4118-876c-c3b85b1e5551 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Modeling and motion prediction of autonomous vehicles us- ing deep learning,
Reference 36
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 bab38e12-baba-433a-9670-30a203d97fea · outbound
Reference 37
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 2d2a05a9-6048-4228-9323-e8b93eaaa5dc · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Control design for hybrid systems with tulip: The temporal logic planning toolbox,
Reference 38
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 ced338f2-8e94-4a3a-b817-2d1156f35f30 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers State machine generation for autonomous driving,
Reference 39
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 7c20b874-9c86-42ff-9525-fe14bf44f7c3 · outbound
A Vehicle-in-the-Loop Simulator with AI-Powered Digital Twins for Testing Automated Driving Controllers Formalization of intersection traffic rules in temporal logic,
Reference 40
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.
No inbound Pith citation observations are available.