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Paper Citation Record · LEDGER

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control

As of 20 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2412.15703.

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

pith.paper-citation-record.v1
2412.15703 v3

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:13:39.717755Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

36 of 36 outbound references displayed

  • verified exact3
  • verified fuzzy4
  • unresolved26
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a18bb721-75d1-4148-a5d2-8c3aa6587292 · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:13:40.622959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.547830Z digest=sha256:a260d6a37455dfcde8745f842cc1d1e940d38d48f870ecf2ecaf630dff877fe8

Observation d9575b30-3bff-45ee-af57-dc1468a9e1de · outbound

This paper cites Alegre, Ana L.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Alegre, Ana L

Reference 2

Resolution
verified exact
doi, observed 2026-08-11T11:13:39.828069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.554340Z digest=sha256:7e6fccdabfb0776c4871e0c412299ca6effe60b5226b236ef7c7db6a13b8d838

Observation 892374d0-db4d-4b8d-8aa4-da045c89218c · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:13:40.610209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.561045Z digest=sha256:901446ebd37875dd91b10fa628502782d8438124a71275f7e8f0354029250129

Observation 3e6c2d31-4bbc-4b39-bd16-03b29dacb0cd · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.569111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.569111Z digest=sha256:ffc9675f9c71cf006682582815ae17c385197c93b59178a83ce299d93050be36

Observation e5ae2fa8-d8b7-44ed-98bf-b3ec987db40d · outbound

This paper cites Is Independent Learning All You Need in the StarCraft Multi-Agent Challenge?.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Is Independent Learning All You Need in the StarCraft Multi-Agent Challenge?

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.573209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.573209Z digest=sha256:53448523e98ee0558ac72bf7cfa6db34aed7499024e76974ebec28b43d8f070d

Observation 2a074f73-4a44-45e2-a68c-8dcdbc84b853 · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 6

Resolution
malformed identifier
doi_truncated, observed 2026-08-11T11:13:39.803067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.578692Z digest=sha256:c6aa8740ab056b51136a6487746395bbeb9411c1efb0fb281488e9ac2b935c2e

Observation ab6ecc82-0381-4802-a058-a49ea936917d · outbound

This paper cites Self-Organizing Traffic Lights.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Self-Organizing Traffic Lights

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.583414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.583414Z digest=sha256:d66ec479b682b06677c1133e1d5f0eab1211e108744eb2dc57cd9161ab1e61ac

Observation d381f851-527b-4919-9ff6-31b8d6c75fc8 · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.588237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.588237Z digest=sha256:2054f8ea903fd5f813dc70135f28ec99132d18189700a95011c616ebc7c1af19

Observation 4bc0948d-7479-4120-8022-d5df6f4bd4ce · outbound

This paper cites GuideLight: "Industrial Solution" Guidance for More Practical Traffic Signal Control Agents.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control GuideLight: "Industrial Solution" Guidance for More Practical Traffic Signal Control Agents

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-11T11:13:40.367601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.592928Z digest=sha256:197090434c04cd382ec1a4ada4a01e41a689e915e0af8917d4d15504e3e3c180

Observation 0f30cd81-52ad-41a1-9815-c8c2d3b0ae7d · outbound

This paper cites Auto-Encoding Variational Bayes.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Auto-Encoding Variational Bayes

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.598443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.598443Z digest=sha256:ad9073738daca981095a6a5fc9455e8027ef3b1e812ecb14681bbb15dcefb39e

Observation e2a8cacc-72c0-4b1d-b775-de3f5e7fe426 · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:13:40.594083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.602916Z digest=sha256:e97cc187fd63801f6d18e90cace9b287e05c9b11dcd97c96d114053321e25091

Observation fab58a53-a5ab-42e2-a152-bb60686fd170 · outbound

This paper cites Temporal Convolutional Networks: A Unified Approach to Action Segmentation.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Temporal Convolutional Networks: A Unified Approach to Action Segmentation

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.607496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.607496Z digest=sha256:464899e95bbcd653c61ab292dcf5c3eb0384a31b05809a6af6316ed67bb27d42

Observation d3e722fb-fc15-4bbc-af47-d6a8822a98dd · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:13:40.578336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.613075Z digest=sha256:518382f2bd5cbf028bbbddb4802cd2b2d6815d266c74d5db8ab026fbafc1dca7

Observation 97b9d35a-ec3d-4e87-acf6-4f2fd92769bd · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.618355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.618355Z digest=sha256:535dfd09ce10347a7a9b7c8dfcce1a183ba2633c9b851586a1186c4018967681

Observation 59cb3fcf-6509-41c4-a71f-1b24086a8b41 · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:13:40.552845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.622989Z digest=sha256:d2e09a3dd7fea23b83a73c163c777f58ff1bd358825a24dbb4945f01422d334a

Observation 07d68882-ae6d-48b1-8eba-013ee93673e5 · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:13:40.522572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.632403Z digest=sha256:b67f7b3aaa0d96e0c1ba1a2effbffd7ba74869758d9df57c6652899821df3eb8

Observation 94b594c5-4036-432a-9379-8abc17d479bc · outbound

This paper cites Playing Atari with Deep Reinforcement Learning.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Playing Atari with Deep Reinforcement Learning

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.636858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.636858Z digest=sha256:f7af9e0aa9f3b432b5671f5de95751ec7c08fa5a980e53794965581a362163c3

Observation e981fcef-5b78-4f28-8c79-d0dec5d3d4ff · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.641333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.641333Z digest=sha256:379c1a39428c109e39d46e2a1a8c069c996d3b262be1fed2d28cfb61fb01dd0d

Observation 4cfa082b-174d-4cfb-84c5-fd26bccb8674 · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.649365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.649365Z digest=sha256:ca931b598cb03db9044b9016534dd0cd7db3480014dcdaa77bb465da1b764013

Observation 07e19617-21b6-469b-8cec-b2e11d285fda · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:13:40.472086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.658049Z digest=sha256:e7b7d90bc05c54d624a9f51fc0f907d4759690dec5ef0af7baae5b5d37d2111c

Observation 506b9026-664b-4c80-9d6a-606648cc0133 · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 21

Resolution
malformed identifier
no resolver link, observed 2026-08-11T11:13:39.666409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.666409Z digest=sha256:941934d5633ae0bf5e04ea090df25b8dc836203d269e2da2f4a46625582476e3

Observation e9a16df2-a321-44e7-9697-cc1a45e9cadb · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.671830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.671830Z digest=sha256:cfe3c59c378ba558a54073d591f0d00b2c43ef00d35c0ba3632fd5bc7c690878

Observation 97db97cd-57da-4751-8d64-c9b1817a389d · outbound

This paper cites Sutton, David McAllester, Satinder Singh, and Yishay Mansour.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Sutton, David McAllester, Satinder Singh, and Yishay Mansour

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:13:40.427318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.676356Z digest=sha256:13e5dd999571d0b14e8cc1943e4f2345dea7ef3620accd2dea604f92c15ef0aa

Observation b9761e86-809a-44d5-b464-39a32a9a9947 · outbound

This paper cites In Proceedings of the 36th International Conference on Neural Information Processing Systems (New Orleans, LA, USA) (NIPS ’22).

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control In Proceedings of the 36th International Conference on Neural Information Processing Systems (New Orleans, LA, USA) (NIPS ’22)

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:13:40.457575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.662272Z digest=sha256:8c505fc9e82a17f0c0349ba5e8efd9a9dcd73b5ec46a60f5ff66bc22898a3f4c

Observation 2c9a0357-21c1-4c4a-9294-640a49cb7c54 · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.684956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.684956Z digest=sha256:8eb5a3270ab74e29dcfe8f159a7efa70b822f26b29e1a260d52aa629847f95d6

Observation 61db3abe-45f6-4619-b84e-988aef855b4a · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 26

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T11:13:40.217732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.689275Z digest=sha256:c9d02877b53ef307ced62e0e103a1cfa692273173ae252e0f21a506eab8566cc

Observation cbfdcaa8-47ad-4c25-8c43-e2d071670249 · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.693227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.693227Z digest=sha256:07c542dc849560fcf715cfa1324e4b7519ff60b0ae2666279a3bec646319fa1d

Observation 965aeeea-84ca-4a46-8e55-4bb10a1e5c19 · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 28

Resolution
verified exact
doi, observed 2026-08-11T11:13:39.776715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.680627Z digest=sha256:2bab38359bb0f4968e331e41041f1ce32e94b14c825964123a31072e58ad04bb

Observation ebe8441a-829d-45da-92d5-7d47da73a575 · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.703437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.703437Z digest=sha256:fcf19f54e94eccf1db5fa6230428ffb6f9fe5916a1ff87ca42ed01d20e261d1a

Observation 23473950-5aa1-4cd8-bde7-f2800bea8dd8 · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.708300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.708300Z digest=sha256:f28099bce853f3899f239e05691d9f4b2ef8e96cde7656582ddac6101ca2d8fe

Observation 218511b5-e0ce-41a6-88a7-92fb09d8c904 · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-11T11:13:40.404690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.713261Z digest=sha256:4c6cfa60a7aa8dc029d0f270061675db49a8ff3fe37fc7b3d42c7266e5bf626a

Observation acc24b2b-6c41-4f3c-854a-30586025ac1c · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.698155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.698155Z digest=sha256:100272f0d79d1626a6b0407356f4cd4acb231d342f3b4620c7dcf51736f63bd7

Observation 54b88d91-b287-444d-b6b5-463643882245 · outbound

This paper cites an unresolved cited work.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.717755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.717755Z digest=sha256:337dbb23ab605a490be19a843a13472caa67cd6101164cca1a4dbd070640a6c5

Observation 2e6ae97a-97fc-4f4f-a39a-0deedcc441b3 · outbound

This paper cites Proximal Policy Optimization Algorithms.

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control Proximal Policy Optimization Algorithms

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-11T11:13:39.653412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:13:39.653412Z digest=sha256:0a98b298de9c3d1cc6f986a0181c74a2bfcde821f2fe145e0c87c1c83dd0cea3

Observation 515d67be-fa19-4386-8ea4-3d438483f89f · outbound

This paper cites In Proceedings of the 34th International Conference on Neural Information Processing Systems (Vancouver, BC, Canada)(NIPS ’20).

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control In Proceedings of the 34th International Conference on Neural Information Processing Systems (Vancouver, BC, Canada)(NIPS ’20)

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:13:40.502285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.645725Z digest=sha256:41d820b8aa42d53f4713161f47c37f20b6cafa3c4f5631c68574283c9c12de99

Observation 4ef8368f-2647-460e-8daf-3c29afd913ea · outbound

This paper cites In Proceedings of the 23rd International Confer- ence on Autonomous Agents and Multiagent Systems (Auckland, New Zealand) (AAMAS ’24).

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control In Proceedings of the 23rd International Confer- ence on Autonomous Agents and Multiagent Systems (Auckland, New Zealand) (AAMAS ’24)

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:13:40.537886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T11:13:39.627792Z digest=sha256:3ac11cc43cfbc0876cfbf625ab29a794d058c4dc55b8f7f82a21ed06b3e65a8e

Pith citing papers

No inbound Pith citation observations are available.