Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T16:54:31.222462Z
Paper Citation Record · LEDGER
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network
As of 22 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 1 inbound Pith citation observation for arXiv:2412.09719.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T06:35:59.786635Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
50 of 50 outbound references displayed
- verified exact0
- verified fuzzy9
- unresolved41
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 3249f62f-52d8-44b4-9449-2eb49da1ca05 · outbound
This paper cites , " * write output.state after.block = add.period write newline.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network , " * write output.state after.block = add.period write newline
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T16:54:30.972659Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f3cf01f-3dfc-4a21-89fb-232fad6de7de · outbound
This paper cites write newline.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network write newline
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T16:54:30.978774Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30c73411-5e7d-41c3-9596-7ed6329b9251 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.986555Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d9e1a7b6-2b37-4c42-b07a-b7a9e4702618 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.972122Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ab7a8249-526d-4b52-af2a-aeae6164f870 · outbound
This paper cites K.; Morales, P.; and Kochenderfer, M.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network K.; Morales, P.; and Kochenderfer, M
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:54:31.957758Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1e64d27b-0cfa-4a94-9738-826e8433da95 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.942400Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 45358289-5834-4270-a58c-4b6fc6734299 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.927189Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2a43b204-23e9-488a-a890-8ebca0bfa635 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.912116Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2ab3f9da-3290-4bd7-9831-08fd02ee7951 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.897010Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 46178be5-039b-4a4f-8499-e638b83c643c · outbound
This paper cites v.; Guez, A.; and Silver, D.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network v.; Guez, A.; and Silver, D
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:54:31.881462Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e3f6d5a5-8493-4acc-9068-a0cf3394c8af · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.866276Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 90e752d5-cabe-4fab-b098-3705ce6e56f7 · outbound
This paper cites Z.; and Raileanu, R.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Z.; and Raileanu, R
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:54:31.850509Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d3237c1a-18e8-4f70-975c-e8679e0fb72c · outbound
This paper cites K.; Zhang, Y.; Bengio, Y.; and Ravanbakhsh, S.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network K.; Zhang, Y.; Bengio, Y.; and Ravanbakhsh, S
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:54:31.834921Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 87a9300f-b606-49c0-9f4c-298328dbe3f0 · outbound
This paper cites Adam: A Method for Stochastic Optimization.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Adam: A Method for Stochastic Optimization
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T16:54:31.038572Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a63aa17a-7bec-4302-a0fd-ebe208df2a47 · outbound
This paper cites N.; and Welling, M.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network N.; and Welling, M
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:54:31.820553Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 08885971-4d63-4c13-a2aa-731856e0f088 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.806323Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c73bbd70-ee2b-435d-b8f1-823cb947e11f · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.791107Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a9688441-5ecc-4cd5-9a9d-d6ebb130d65a · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.775571Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cd536644-2609-480b-8c46-cabd108aa4c1 · outbound
This paper cites o tter \.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network o tter \
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:54:31.760150Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6cc7af98-7c45-43bd-a8fa-c78f72ad816c · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.744966Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b2499bed-d2f9-4904-bd20-493bc5ae1f0d · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.728343Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b7b14dbf-5117-4ed2-8731-725b29c52bcb · outbound
This paper cites K.; Panigrahi, S.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network K.; Panigrahi, S
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:54:31.712223Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2c56e0c6-8898-4a23-9ae5-0b7a5e537fa0 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.697317Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 51d48b38-05a6-4f01-b72a-6e91bdaa695c · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.681941Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c798e973-5c91-44bb-908c-01a401ebf28a · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.667084Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation eb9a5eb1-cdd6-4a15-a9cb-181cd1387d68 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.651911Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3f8bc3eb-a4f6-4de5-b5e8-126d0b177aa7 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.637956Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 755075a1-3d2b-4ba6-b157-4f31419ee131 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.623331Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d8a1b085-bd37-4670-b445-f225401c9243 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.609412Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation de71e3c1-3cfb-4f07-8553-0d76b85e1eab · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.594160Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9ecaf600-246d-4461-907c-35ba6bc56bc5 · outbound
This paper cites A.; and Welling, M.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network A.; and Welling, M
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:54:31.578129Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0d7eab2a-92d0-4ba4-93fd-c8051d8827b9 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.563167Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 55fca6d2-66ed-426e-915e-2d7f9cfdc350 · outbound
This paper cites N.; Kaiser, L.; and Polosukhin, I.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network N.; Kaiser, L.; and Polosukhin, I
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T16:54:31.546989Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 67b45ac7-2713-4d71-9539-b37fbf75aea5 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.531539Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3061e082-26d0-417e-b5bb-7b94b86fc1c0 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.515993Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 78c75d10-ee16-40f5-a83e-951de5299b50 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 36
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.500712Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0147ba49-0ff9-4214-a212-ee3257fad329 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.485277Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7fb11fe8-6816-4bcf-af17-fc3330540f5e · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.470542Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e21ca7ac-c6de-4b15-a708-b48725bb22d5 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.456933Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 09b3fc55-ff97-416e-aa51-c6cc6f0b7162 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.442205Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a937714d-5930-4271-a793-40923597fa51 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.427826Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1762eaed-67be-4f64-9468-11857fd5aa84 · outbound
This paper cites A Survey on Traffic Signal Control Methods.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network A Survey on Traffic Signal Control Methods
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T16:54:31.184726Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 898c4e4c-f3bd-4a66-bc6b-d9ca00361921 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 43
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.412504Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e78ad7fa-8fb8-4255-a721-c51134d45a0c · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.397156Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7d4b9c07-b36a-431b-8dda-a6747a23c10a · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.381133Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4d53e624-182e-4da3-8ad5-3b8e6642c4d8 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.363823Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1fcfd6fa-96fb-4bd2-9150-6bb173250680 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 47
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.348145Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6b1d89af-c105-4b1c-ad6e-b4f1c71b1042 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.331990Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1decc3d2-8119-40e3-b60f-80e1c5e18f4b · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.315158Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 56b724c0-24c2-40f1-b443-d3f05d6e7a43 · outbound
This paper cites an unresolved cited work.
TransferLight: Zero-Shot Traffic Signal Control on any Road-Network Unresolved cited work
Reference 50
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T16:54:31.297008Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Pith citing papers
Observation 6f8219c5-9e93-4f33-8162-ee51fea79fbb · inbound
A Graph-Based Control Interface for Traffic Signals on Heterogeneous Road Networks cites this paper.
A Graph-Based Control Interface for Traffic Signals on Heterogeneous Road Networks TransferLight: Zero-Shot Traffic Signal Control on any Road-Network
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T06:35:59.786635Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.