Paper Citation Record · LEDGER

Large-scale traffic signal control using machine learning: some traffic flow considerations

As of 15 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:1908.02673.

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

pith.paper-citation-record.v1
1908.02673 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T14:45:25.880926Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

41 of 41 outbound references displayed

verified exact2
verified fuzzy17
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b9dba564-3558-474e-ac16-ac2f130555d6 · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.297850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation caf0d1c4-3737-42c8-9078-a978801428b5 · outbound

This paper cites Kavukcuoglu, D.

Large-scale traffic signal control using machine learning: some traffic flow considerations Kavukcuoglu, D

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:26.288028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b3b57700-fd4d-46e3-ba99-60d89ab82cb9 · outbound

This paper cites Schrittwieser, K.

Large-scale traffic signal control using machine learning: some traffic flow considerations Schrittwieser, K

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:26.277356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fbdc64d3-a992-4b7c-bb60-fad7a6278180 · outbound

This paper cites Model-free Deep Reinforcement Learning for Urban Autonomous Driving.

Large-scale traffic signal control using machine learning: some traffic flow considerations Model-free Deep Reinforcement Learning for Urban Autonomous Driving

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-14T14:45:25.957733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d07b5ac7-ef8e-490b-8407-538b2707747f · outbound

This paper cites Lv, and F.-Y.

Large-scale traffic signal control using machine learning: some traffic flow considerations Lv, and F.-Y

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:26.268320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 514c4ab2-b2c7-4965-908a-2ba94072deeb · outbound

This paper cites Using a Deep Reinforcement Learning Agent for Traffic Signal Control.

Large-scale traffic signal control using machine learning: some traffic flow considerations Using a Deep Reinforcement Learning Agent for Traffic Signal Control

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-14T14:45:25.766345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b91001b6-6fbe-4acc-bbc2-cbe00769fb3f · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.258735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1750679e-6638-4d3f-8744-3569089b5050 · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.249422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8ffcbc0a-9fbb-4c7b-9fae-4ce87bfc5465 · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.239992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 82202c85-20b8-4e21-ade5-1522404e8fe5 · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.230187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 96e4b4ed-42c0-49b2-a004-2825b6592d4b · outbound

This paper cites Technical Report NU-CCS-88-3, Northeastern University, 1988.

Large-scale traffic signal control using machine learning: some traffic flow considerations Technical Report NU-CCS-88-3, Northeastern University, 1988

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:26.220635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d91e4720-12aa-437f-83b2-5399383d9e47 · outbound

This paper cites F., Urban gridlock: Macroscopic modeling and mitigation approaches.

Large-scale traffic signal control using machine learning: some traffic flow considerations F., Urban gridlock: Macroscopic modeling and mitigation approaches

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:26.211325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a2cc8cba-af0e-4746-9ce7-409d821b8146 · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.201305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ace6916e-b06d-48f9-b490-93010e6a9590 · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.193088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation bee979e4-e7eb-4ab7-b762-8245b1bb7aa4 · outbound

This paper cites I., Shock waves on the highway.

Large-scale traffic signal control using machine learning: some traffic flow considerations I., Shock waves on the highway

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:26.184157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 65258fe0-4d66-47d1-9f68-7a6e157b6238 · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.175312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a24a70fe-3599-467f-9b1e-d81e92acdebb · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.166825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cf6a2203-88da-4501-b44b-c4b4e061f097 · outbound

This paper cites Journal of mathematics and mechanics , 1957, pp.

Large-scale traffic signal control using machine learning: some traffic flow considerations Journal of mathematics and mechanics , 1957, pp

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:26.158266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation bfd3dc23-dcaa-4795-91cf-ce01e9336f33 · outbound

This paper cites P., Dynamic Programming: Determinist.

Large-scale traffic signal control using machine learning: some traffic flow considerations P., Dynamic Programming: Determinist

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:26.149676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 94395262-460a-40e7-9a24-5045377a186b · outbound

This paper cites A., Dynamic programming and markov processes., 1960.

Large-scale traffic signal control using machine learning: some traffic flow considerations A., Dynamic programming and markov processes., 1960

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:26.141794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1db7e02c-65d0-4b36-88ef-54980c892c97 · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.132891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 535631ae-2927-4dfc-a248-2fdc690f6b0e · outbound

This paper cites Overseas Development Institute London, 1999.

Large-scale traffic signal control using machine learning: some traffic flow considerations Overseas Development Institute London, 1999

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:26.124458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 22556397-90b4-43d3-8eed-7f56c8184dcf · outbound

This paper cites Qu, and J.

Large-scale traffic signal control using machine learning: some traffic flow considerations Qu, and J

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:26.115023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 28f7e7f9-7c19-4448-8490-b50642a158c2 · outbound

This paper cites Continuous control with deep reinforcement learning.

Large-scale traffic signal control using machine learning: some traffic flow considerations Continuous control with deep reinforcement learning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-14T14:45:25.824960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f66ad9a7-469a-4cdc-9011-6840eba7c1cd · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.106464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a93a9060-2774-4a03-ac82-473b30616424 · outbound

This paper cites CoLight: Learning Network-level Cooperation for Traffic Signal Control.

Large-scale traffic signal control using machine learning: some traffic flow considerations CoLight: Learning Network-level Cooperation for Traffic Signal Control

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-14T14:45:25.927137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 915c1a8a-41a8-40c7-932c-05aae1125787 · outbound

This paper cites Abdel-Aty, Q.

Large-scale traffic signal control using machine learning: some traffic flow considerations Abdel-Aty, Q

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:26.097814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5ad2a04d-0fff-46ca-9372-eb9baa7e0635 · outbound

This paper cites Parvate, C.

Large-scale traffic signal control using machine learning: some traffic flow considerations Parvate, C

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:26.088515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c76975ac-c457-4e49-8f99-99238211a58f · outbound

This paper cites Kreidieh, L.

Large-scale traffic signal control using machine learning: some traffic flow considerations Kreidieh, L

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:26.072824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d034fe73-1bfc-4670-9ac9-52ad0ffc5687 · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.063975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4fd87e4b-450d-47eb-a468-8a9127367589 · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.054608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 11675d0c-922c-42f9-b6ff-c69189f44d57 · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.045741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 294151c1-6ba5-4cf0-ac39-459c96b90b09 · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.036172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c0124d3d-264b-445d-a57f-eac6f101ec23 · outbound

This paper cites Nature, V ol.

Large-scale traffic signal control using machine learning: some traffic flow considerations Nature, V ol

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:26.027339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 49d10356-108f-4a96-b25f-9839b7a4727f · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.018111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3d4b67cc-5c24-4b32-a691-e4aaa447dd75 · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:26.007439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 52ff0649-3919-4d8f-b826-a007de2c9013 · outbound

This paper cites S., Learning to predict by the methods of temporal differences.

Large-scale traffic signal control using machine learning: some traffic flow considerations S., Learning to predict by the methods of temporal differences

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:25.997055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c9b4952d-4ffa-4219-9de2-901813940c85 · outbound

This paper cites Simple random search provides a competitive approach to reinforcement learning.

Large-scale traffic signal control using machine learning: some traffic flow considerations Simple random search provides a competitive approach to reinforcement learning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-14T14:45:25.871140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 633c95c7-7742-40ab-8acb-4f182eb64fe5 · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:25.987679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3c1f25d5-a661-4371-bb31-c1494d7e5fd6 · outbound

This paper cites P., D.-Y.

Large-scale traffic signal control using machine learning: some traffic flow considerations P., D.-Y

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T14:45:25.977232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f6e13fbe-1c5d-4ae2-b76b-9b34ada1707f · outbound

This paper cites an unresolved cited work.

Large-scale traffic signal control using machine learning: some traffic flow considerations Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-14T14:45:25.967776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

No inbound Pith citation observations are available.