Paper Citation Record · LEDGER

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control

As of 16 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2412.14208.

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

pith.paper-citation-record.v1
2412.14208 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:57:52.776726Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

39 of 39 outbound references displayed

verified exact4
verified fuzzy28
unresolved7
parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 72e8dca0-d3bd-49db-b954-1e13e09b3035 · outbound

This paper cites Power still out to 50k customers, days after memphis storm,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Power still out to 50k customers, days after memphis storm,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.283476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a4abab85-b0c8-47d2-a6b4-fd7d81f3d6a0 · outbound

This paper cites Crash factors in intersection-related crashes: An on-scene perspective,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Crash factors in intersection-related crashes: An on-scene perspective,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.270661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 60bbf7ce-a633-450f-91c4-49bc577847e0 · outbound

This paper cites Get ready for blackouts from london to la, as the global energy crisis overwhelms grids and sends energy prices skyrocketing,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Get ready for blackouts from london to la, as the global energy crisis overwhelms grids and sends energy prices skyrocketing,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.259150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d7c63ece-7f94-4705-83a3-09c8485988f3 · outbound

This paper cites Power outages are on the rise, led by texas, michigan and california. here’s what’s to blame,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Power outages are on the rise, led by texas, michigan and california. here’s what’s to blame,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.247394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e48f4f5e-724f-46fb-b33f-12dae0c2e753 · outbound

This paper cites Trajectory data reconstruction and simulation-based validation against macroscopic traffic patterns,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Trajectory data reconstruction and simulation-based validation against macroscopic traffic patterns,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.235285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e9ca1706-b3bf-42c2-bfee-33d106ce7e4d · outbound

This paper cites Data-Driven Traffic Reconstruction and Kernel Methods for Identifying Stop-and-Go Congestion.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Data-Driven Traffic Reconstruction and Kernel Methods for Identifying Stop-and-Go Congestion

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:57:52.888154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cf0ef9e1-5355-4703-a08f-e615937a7d2d · outbound

This paper cites City-scale traffic animation using statistical learning and metamodel-based optimization,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control City-scale traffic animation using statistical learning and metamodel-based optimization,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.222584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ed26e281-4244-4f29-9e64-3929e3af25fb · outbound

This paper cites Sind: A drone dataset at signalized intersection in china,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Sind: A drone dataset at signalized intersection in china,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T13:57:52.644383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6411aec-5d14-4e28-bc09-37c791970f73 · outbound

This paper cites Presenting the multi-view traffic intersection dataset (mtid): A detailed traffic- surveillance dataset,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Presenting the multi-view traffic intersection dataset (mtid): A detailed traffic- surveillance dataset,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.201092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 25c49370-3786-4bff-a919-682cebeb2f48 · outbound

This paper cites V2x-seq: A large-scale sequential dataset for vehicle-infrastructure cooperative perception and forecasting,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control V2x-seq: A large-scale sequential dataset for vehicle-infrastructure cooperative perception and forecasting,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T13:57:52.652603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e5a72e8-ec82-48de-b587-3edf33e9a090 · outbound

This paper cites Mapping the knowledge of traffic collision reconstruction: A scientometric analysis in citespace, vosviewer, and scimat,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Mapping the knowledge of traffic collision reconstruction: A scientometric analysis in citespace, vosviewer, and scimat,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.181717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e3458ec3-25e7-44a2-8958-156d4e3294b1 · outbound

This paper cites Scenarionet: Open-source platform for large-scale traffic scenario simulation and modeling,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Scenarionet: Open-source platform for large-scale traffic scenario simulation and modeling,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.170484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 30efb8f1-9f0a-4f94-8f11-17233d108265 · outbound

This paper cites Scalability in perception for autonomous driving: Waymo open dataset,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Scalability in perception for autonomous driving: Waymo open dataset,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T13:57:52.664934Z

Source-reported events for the cited work

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Observation a04c4640-aa8a-482d-8531-c0b35671acab · outbound

This paper cites nuscenes: A multimodal dataset for autonomous driving,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control nuscenes: A multimodal dataset for autonomous driving,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T13:57:52.669825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3132541-e0b9-416f-ad86-b238f4cbfb06 · outbound

This paper cites Argoverse: 3d tracking and forecasting with rich maps,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Argoverse: 3d tracking and forecasting with rich maps,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.145340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 20ec35f0-3339-46f3-91d7-5a9e25676939 · outbound

This paper cites Metadrive: Composing diverse driving scenarios for generalizable reinforcement learning,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Metadrive: Composing diverse driving scenarios for generalizable reinforcement learning,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.133510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 24af4ce3-59b5-4652-800e-1c65ee88010b · outbound

This paper cites Vista 2.0: An open, data-driven simulator for multimodal sensing and policy learning for autonomous vehicles,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Vista 2.0: An open, data-driven simulator for multimodal sensing and policy learning for autonomous vehicles,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.122118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation edf01031-2c1e-434c-bc30-21175ea62c68 · outbound

This paper cites Autoware: Open-source software for urban autonomous driving,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Autoware: Open-source software for urban autonomous driving,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.110134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 53bdafea-a6bc-43f3-963a-e3e1d1e644fb · outbound

This paper cites Traffic flow reconstruction by solving indeterminacy on traffic distribution at junctions,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Traffic flow reconstruction by solving indeterminacy on traffic distribution at junctions,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.098156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e6615ff5-ab13-4db8-a15f-b6595b7a1e57 · outbound

This paper cites Vehicle trajectory reconstruction on urban traffic network using automatic license plate recognition data,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Vehicle trajectory reconstruction on urban traffic network using automatic license plate recognition data,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.086790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 87902b15-9eec-49c7-8593-20efc4264bec · outbound

This paper cites Measurements of urban traffic parameters before and after road reconstruction,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Measurements of urban traffic parameters before and after road reconstruction,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.074983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation df9f5186-b85a-4d71-89d2-79319b7368a5 · outbound

This paper cites Numerical investigation of traffic state reconstruction and control using connected automated vehicles,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Numerical investigation of traffic state reconstruction and control using connected automated vehicles,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.063145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 34d0b449-a05a-4b20-b233-e88701606c77 · outbound

This paper cites Flow: A modular learning framework for mixed autonomy traffic,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Flow: A modular learning framework for mixed autonomy traffic,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.050725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ffdec586-410f-47ac-92b4-1a73c0f2ab77 · outbound

This paper cites Connected autonomous vehicles for improving mixed traffic efficiency in unsignal- ized intersections with deep reinforcement learning,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Connected autonomous vehicles for improving mixed traffic efficiency in unsignal- ized intersections with deep reinforcement learning,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.038582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 832372f7-4c03-46f6-9aec-78017f6c9e38 · outbound

This paper cites Reinforcement learning for mixed autonomy intersections,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Reinforcement learning for mixed autonomy intersections,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.025468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c1c39d2e-4052-47fa-8e79-47f0bed593b0 · outbound

This paper cites Learning to Control and Coordinate Mixed Traffic Through Robot Vehicles at Complex and Unsignalized Intersections.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Learning to Control and Coordinate Mixed Traffic Through Robot Vehicles at Complex and Unsignalized Intersections

Reference 26

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Source-reported events for the cited work

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Observation e871e695-8545-4f8d-be21-bb20dca86083 · outbound

This paper cites Large-scale Mixed Traffic Control Using Dynamic Vehicle Routing and Privacy-Preserving Crowdsourcing.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Large-scale Mixed Traffic Control Using Dynamic Vehicle Routing and Privacy-Preserving Crowdsourcing

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:57:52.855259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8abe731a-b30e-40eb-a39f-f64859858ecb · outbound

This paper cites Mixed Traffic Control and Coordination from Pixels.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Mixed Traffic Control and Coordination from Pixels

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:57:52.836937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8e17faf8-475f-49be-811a-a5711ebd459e · outbound

This paper cites Carl: Congestion-aware reinforcement learning for imitation-based perturbations in mixed traffic control,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Carl: Congestion-aware reinforcement learning for imitation-based perturbations in mixed traffic control,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:53.010755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d18b7f65-a101-48a3-bd75-26baab152483 · outbound

This paper cites Endurl: Enhancing safety, stability, and efficiency of mixed traffic under real-world perturbations via rein- forcement learning,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Endurl: Enhancing safety, stability, and efficiency of mixed traffic under real-world perturbations via rein- forcement learning,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:52.996402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cb343844-2bd7-4bd4-aea4-14af5bfddd07 · outbound

This paper cites Heterogeneous Mixed Traffic Control and Coordination.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Heterogeneous Mixed Traffic Control and Coordination

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:57:52.816470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3851835d-deb1-4f90-a1d1-5e4d2e80bd9c · outbound

This paper cites Waterloo multi-agent traffic dataset: Intersection,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Waterloo multi-agent traffic dataset: Intersection,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:52.983428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b141e6c5-744e-4f9c-9db2-ce32f26cf4ba · outbound

This paper cites Openstreetmap,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Openstreetmap,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:52.971058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fc4359a7-8da4-4e8f-800d-55c990373d34 · outbound

This paper cites Microscopic traffic simulation using sumo,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Microscopic traffic simulation using sumo,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:52.959536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1f120086-5d8e-47f3-84be-c5c556d9406d · outbound

This paper cites Congested traffic states in empirical observations and microscopic simulations,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Congested traffic states in empirical observations and microscopic simulations,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T13:57:52.764797Z

Source-reported events for the cited work

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Observation 23c6b0b5-4282-4562-a3e1-577f736baff5 · outbound

This paper cites Hbefa3-based,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Hbefa3-based,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:52.929953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a531be58-3970-4d01-ac1a-d35ffc7b7134 · outbound

This paper cites Examining the effects of geometric features, traffic control, and traffic volume on crash frequency at urban intersections,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Examining the effects of geometric features, traffic control, and traffic volume on crash frequency at urban intersections,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:52.915678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e40565da-342a-46bb-8adb-90cd9a873327 · outbound

This paper cites Rainbow: Combining improvements in deep reinforcement learning,.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Rainbow: Combining improvements in deep reinforcement learning,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:57:52.901892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f46bc4fc-ff4c-4c1a-b6ec-de4d66e5a00e · outbound

This paper cites Available: https://elib.dlr.de/124092/.

Beacon: A Naturalistic Driving Dataset During Blackouts for Benchmarking Traffic Reconstruction and Control Available: https://elib.dlr.de/124092/

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-11T13:57:52.760839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.