Paper Citation Record · LEDGER

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency

As of 13 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2412.02520.

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

pith.paper-citation-record.v1
2412.02520 v3

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T23:26:07.963186Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

45 of 45 outbound references displayed

verified exact1
verified fuzzy10
unresolved34
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 39700ed8-f0fa-4b95-83e0-c8c0c6f916b3 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T23:26:06.594761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99437075-0142-43c9-b49b-736799ea37a3 · outbound

This paper cites write newline.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T23:26:06.634759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbef40fe-6d8b-41e8-b0ce-e2b1f0f13e42 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:10.582016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 69e6d3aa-92a7-484f-94c5-48687fcf6c59 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:10.446342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e7eb31a4-09f2-43cc-ab12-d1e8e3a837af · outbound

This paper cites L.; Garavello, M.; Goatin, P.; and Piccoli, B.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency L.; Garavello, M.; Goatin, P.; and Piccoli, B

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:26:10.304758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6022b9cd-2a3c-468f-a180-07c3eb24585c · outbound

This paper cites M.; Lee, J.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency M.; Lee, J

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:26:10.212118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 773f4946-15a1-449c-b8e9-f96e9fee7d45 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:10.094756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 889605ea-9aa1-4c30-982d-3ef9de641083 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:10.005539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 980a6934-c31d-4696-8c50-27f71f73e4c3 · outbound

This paper cites L.; Liard, T.; Rat, A.; Stern, R.; Bhadani, R.; Seibold, B.; Sprinkle, J.; Work, D.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency L.; Liard, T.; Rat, A.; Stern, R.; Bhadani, R.; Seibold, B.; Sprinkle, J.; Work, D

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:26:09.949535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 50d436c2-798f-47a4-ae92-0cf7a4301744 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:09.836009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 76c96b5a-431b-4549-ac53-026f398e0e67 · outbound

This paper cites A.; Morshed, S.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency A.; Morshed, S

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:26:09.774417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cf13e24a-7005-41ae-b0f7-e2cc956c98aa · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:09.679196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6e1d3740-dfcf-44d5-b03f-ed5dc5961b51 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:09.624740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b0e2718b-8d37-4dce-88fd-fd90be722556 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:09.565488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6dcd8af7-a92f-4702-a272-436d636ef125 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:09.460484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fd10443e-2af0-4c27-89ad-9d97168c91c0 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:09.421054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9aa2b5a9-9027-43e6-a13b-82bc8b20c1d8 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:09.396623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 07f2a947-adad-4e27-a7ad-07f001582c99 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:09.372403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1370b2e3-222e-4fe2-8aa5-0237fcba05be · outbound

This paper cites R.; Wu, C.; and Bayen, A.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency R.; Wu, C.; and Bayen, A

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:26:09.330011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f69eb74d-d89a-4388-9e8f-5f291fcb4c46 · outbound

This paper cites Traffic Control via Connected and Automated Vehicles: An Open-Road Field Experiment with 100 CAVs.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Traffic Control via Connected and Automated Vehicles: An Open-Road Field Experiment with 100 CAVs

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T23:26:07.231489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74318a23-fcfb-4803-a347-8d5f6724cf09 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:09.296228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7391bc0d-61d0-4651-81bc-f4d523c40b95 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:09.237824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 68877067-0659-434e-a474-5f1789f55a91 · outbound

This paper cites M.; and Bhaskar, A.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency M.; and Bhaskar, A

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:26:09.181294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9d7e834a-56c1-4502-b3a7-a4a6568025ff · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:09.138561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation db657fc0-e0ab-4481-b494-3f045bcfd3bd · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:09.094740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c0084afa-9fad-4fc2-ab7c-714eaceb359b · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:09.007912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 92dc2d92-1647-4ebc-b62a-99437d77c3f4 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T23:26:07.315372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 128b75c2-5e79-481e-a142-3e8e58f204a0 · outbound

This paper cites F.; Mcquade, S.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency F.; Mcquade, S

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:26:08.937477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 546227f0-5fc0-4c30-86d9-736570333721 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Proximal Policy Optimization Algorithms

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T23:26:07.371245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c02c06fa-fee5-41ed-934f-301ae93f27fb · outbound

This paper cites E.; Cui, S.; Delle Monache , M.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency E.; Cui, S.; Delle Monache , M

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:26:08.915368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 53f98fd3-2f9d-4292-9f80-9f374b9567ff · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:08.824747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 43d43d87-f1f4-4e4d-8211-e600c752706d · outbound

This paper cites S.; and Barto, A.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency S.; and Barto, A

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T23:26:07.505832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bcb21ea-60d3-4e2b-8ace-54fdbccd16b7 · outbound

This paper cites Gymnasium: A Standard Interface for Reinforcement Learning Environments.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Gymnasium: A Standard Interface for Reinforcement Learning Environments

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T23:26:07.534752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2296c746-53cf-4b25-a030-c8043569a0c1 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:08.715674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3b80b63c-0afd-4d1c-b7d3-cf8dcc4747af · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:08.659228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation de4c6c69-e1ca-4174-8547-59c01bfeb187 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:08.619538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2328abdb-ccb2-4ce5-8f51-d3195ed6063c · outbound

This paper cites Hierarchical Speed Planner for Automated Vehicles: A Framework for Lagrangian Variable Speed Limit in Mixed Autonomy Traffic.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Hierarchical Speed Planner for Automated Vehicles: A Framework for Lagrangian Variable Speed Limit in Mixed Autonomy Traffic

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-08-11T23:26:08.033735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ccdd09e7-3744-40e4-9e20-01e3b959ea80 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:08.571831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d53ecd08-3670-4719-bcae-0111e25177b3 · outbound

This paper cites W.; and Stern, R.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency W.; and Stern, R

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:26:08.497981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e5968f4c-6687-496e-aaf8-1b91869a283a · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:08.440451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e0c114cd-1657-46d2-aa23-6f5e8713e81d · outbound

This paper cites M.; and Mehta, A.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency M.; and Mehta, A

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:26:08.387555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9da02d1a-bb09-4442-b134-006d195e5513 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:08.340003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 57a62d71-8a84-4b18-904f-fabae62e19f6 · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:08.301812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f777cbac-bdc2-4341-a93f-70967f60b0dd · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:08.271149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 430fbee6-9414-47bb-9ed4-5d2253552f9c · outbound

This paper cites an unresolved cited work.

Cooperative Cruising: Reinforcement Learning-Based Time-Headway Control for Increased Traffic Efficiency Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:26:08.246499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

No inbound Pith citation observations are available.