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Paper Citation Record · LEDGER

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective

As of 13 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 1 inbound Pith citation observation for arXiv:2412.09972.

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

pith.paper-citation-record.v1
2412.09972 v2

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T16:35:06.462606Z

measured 70 of 70 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T20:11:31.178430Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

69 of 69 outbound references displayed

  • verified exact1
  • verified fuzzy4
  • unresolved64
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a3177cee-b305-494e-9df9-b89925f63ca3 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 1

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 672b76e1-b829-4bea-acae-01280838afb8 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 2

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raw_fallback, observed 2026-08-11T16:35:07.625420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 49489a37-741b-4e63-8a31-82ad89a7e7b6 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 3

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raw_fallback, observed 2026-08-11T16:35:07.609955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 551a24cd-32c2-448f-9b55-4a2863dcff44 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 4

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raw_fallback, observed 2026-08-11T16:35:07.591836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 90a8ccac-b317-404d-8d08-9f0327055eaa · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 5

Resolution
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raw_fallback, observed 2026-08-11T16:35:07.575324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation afa748b1-f2a4-41d8-98de-d3f3f8eb3736 · outbound

This paper cites MILLION: A General Multi-Objective Framework with Controllable Risk for Portfolio Management.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective MILLION: A General Multi-Objective Framework with Controllable Risk for Portfolio Management

Reference 6

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unresolved
no resolver link, observed 2026-08-11T16:35:06.151682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5fc52c12-72f2-4146-b5f5-27556ec14052 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:07.559174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation dabf792c-5a0a-4607-a53b-70fd38f4851e · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 8

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raw_fallback, observed 2026-08-11T16:35:07.542997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 65e72374-feb4-47db-bc02-1b3c33529dc1 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation be299f08-58fd-40ef-a51d-ea86d20af07d · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 3a5298e7-662c-4a0b-80f1-fee4e23ae677 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 464c607b-fa3f-451d-a987-69091cfbf0c3 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 12

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation a642d0c2-4969-4ae6-b8c2-e375bbf21257 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 13

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raw_fallback, observed 2026-08-11T16:35:07.460939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation d9bebf92-0d15-41ae-9691-242f21e0c7dd · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 441f39ff-c66e-40e2-b553-e41437398a07 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:07.428648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 786036a8-7784-4762-9da5-eb594049da1e · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 39caf0dd-dad9-46df-a65c-54f8060b0c22 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation c926fe39-fc91-4cfd-8b98-1708271baa4c · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation e2677b57-9e23-4740-a805-a9e0c3e168d2 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 47bb35df-e8bc-4076-9cee-9f9f014b4237 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation c34364ad-ffa8-41ae-bc89-fd47faba657d · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation ff5906e1-f750-4cad-8b39-92eca7e32098 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 22

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raw_fallback, observed 2026-08-11T16:35:07.294580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation e716f39f-0388-475e-955c-1ebab44aa2c2 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 434cd4fa-7c54-4cf6-9468-8175df0a1d77 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation f5ad3bca-10e7-4813-b413-02f86735734c · outbound

This paper cites RAGraph: A General Retrieval-Augmented Graph Learning Framework.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective RAGraph: A General Retrieval-Augmented Graph Learning Framework

Reference 25

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8f894f39-1400-4aec-afde-ca22b68917ba · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 26

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raw_fallback, observed 2026-08-11T16:35:07.240510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 4dee9b46-ffa9-443a-bb97-05402945500e · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 129ba01e-4a7a-4cbb-8910-df1d3660d6c1 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 84b1ff7c-cf97-4496-9461-56bd321d95f5 · outbound

This paper cites LLMLight: Large Language Models as Traffic Signal Control Agents.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 29

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no resolver link, observed 2026-08-11T16:35:06.269871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 30ccdef7-738b-44fc-a8e2-175e5ae7f721 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 82b07b5f-9c7b-4451-a737-a77f4b0ff95b · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 31

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 855974e7-bade-4139-b456-56d29f30a534 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 32

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raw_fallback, observed 2026-08-11T16:35:07.138816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 1902d85c-4d89-4409-b153-778e9256aa45 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b69eb19f-6236-4d21-a337-1398a2fe498f · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 34

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raw_fallback, observed 2026-08-11T16:35:07.095338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation adc8465f-0bb4-4e23-b7fe-0ee019cc3f0c · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 35

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raw_fallback, observed 2026-08-11T16:35:07.077656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 81c455e3-e35b-46c7-956e-251a0136d346 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 36

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raw_fallback, observed 2026-08-11T16:35:07.060999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation f49e91d2-2633-48a1-b4ed-3de7f34cb55a · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 37

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unresolved
raw_fallback, observed 2026-08-11T16:35:07.043090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 9ad0351c-ebd7-4bc4-8e10-48e2f194fa8b · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:07.024259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.320379Z digest=sha256:480d78b29c07006e6fdfffbd120ccfe1dabc93b42898190291725422c75070cd

Observation c3dc3f26-0a95-4322-b22f-7afe85d9c81a · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:07.005847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.324764Z digest=sha256:20e83a7b0608ffd7dc863783ab4291da94eef84dae1e9dc3b82f44a0e52bb6e7

Observation fcc6c300-ed5a-4764-8cf2-2f4545c74833 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.989656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.329478Z digest=sha256:420f3d9e07fe736ac5377ac10bd5016baa33dcc31d0880ee216c9ade1684ebf2

Observation 1d1a5976-af8f-478d-b6c3-4d532b60b0ec · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.973660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.333918Z digest=sha256:4fc5cfb4679b0bce51a0ece5c38bbbe6d897e14617f7ae98d3d9c3b06e87a212

Observation 0d24b32c-367c-4f22-8e96-05c039efda4b · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.959282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.338389Z digest=sha256:40e91465b039020e9dc875ae2ba23dec2049f79703f928918b8b9e2be7791ea1

Observation 092ee0bf-df8a-44cf-8306-6f4cce72dd78 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.944684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.342668Z digest=sha256:0bf0a0d8a2581018fe8b1bbb6fbe635f98c9cdb50a1ea65d93d25f079f0840b9

Observation fa40172e-a0e4-4c2d-b561-6a3808727884 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.929102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.347472Z digest=sha256:45492e95f608f41c4803b000cce87ae87319d184f159a52623af46f6fae3d2ae

Observation 3887f7a2-92f2-493e-84c7-3ff739dd2763 · outbound

This paper cites Time Series Supplier Allocation via Deep Black-Litterman Model.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Time Series Supplier Allocation via Deep Black-Litterman Model

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-08-11T16:35:06.547262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.352299Z digest=sha256:d209ee7f2af168fd75597483cda62b26ea0bd6886658e0034172462518caf9f3

Observation dae9ff44-e314-42b7-899d-241a52f04f7b · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.913250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.358012Z digest=sha256:f186a5649efa00e284fe6613f6f4a50495fef5d361d507147daeb58d09a7dad3

Observation 9a11c72b-db0b-4b66-afce-e65d2a4a5cf3 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.894920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.362850Z digest=sha256:fad64679ad5335aabad153aa76724c025d60ccfdc17f947b1b50774a4849bff0

Observation de848e82-e1df-4fcf-8ec6-26ce86e9c9d4 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.877717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.368010Z digest=sha256:b3186f84c7dbab91ac4c5c3bfbd0bceedc5d3e6d3bd59c045f3f036d00a7edb9

Observation c2759305-3112-4166-9d83-81796cc63c1e · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.860738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.372780Z digest=sha256:df5cddc42385bc1d43acaff5f2705cc2bc366c43d21443f17f18eb8d0fec00be

Observation 3e528c13-0797-461a-a1c6-590565e2682b · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.845358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.377935Z digest=sha256:2e74bbd76ff745eda3c62a5786636b98e245f453b56f15e32cf5a04dda145fb0

Observation 0aa44f1f-3004-4b5a-b08e-cc318e93d93b · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.830833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.382885Z digest=sha256:42d7d25812ab6558eb5f64e39060b4bc616a7da1eedf85ebd3bded866cea3cc0

Observation 42b59b05-5c77-4c1a-ae54-ed8de783b3eb · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.815953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.387991Z digest=sha256:48ecf612ae19cb93e8a9efa5a434f488dc7aa7b5167599b32477ae608ad68e59

Observation 62922d22-0565-4868-9741-3b29899e3ce6 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.799892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.392867Z digest=sha256:9c52339ed9fcf6236ab07c5ff3c766d81e6a33d905c3ee273dea8ba383e6af7b

Observation 90e86eaf-2018-487d-853d-3c15832ac832 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.769636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.402965Z digest=sha256:dfe6c51667ef51dc1e8dab51f04f00549229814bce4f4f6e9b7a260152a6ab9c

Observation e3d3263b-c283-4bf7-9799-425bd86a6bcb · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.753601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.407934Z digest=sha256:c011bcaa437170ee0860a6b22e18ee0ee59827826983656f8878183afd2c5b77

Observation d851600d-46dd-48a0-8c5a-369c58a98521 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.737409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.412878Z digest=sha256:8e71bd97286903fe7af98232f6c9b5202e431210fdd631105a99deced83e61b4

Observation cf3db332-d212-4666-9b86-b24977a851da · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.720880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.418062Z digest=sha256:1369f5de01962da18050ee5f379bac4ea862095221d79d802bd920789da090bc

Observation b9272cfc-d45d-4db3-9f25-fceab20e8255 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.704572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.423077Z digest=sha256:6399a6ab2ef5afb02e9b5ed40d5084b1135fd4dfca4808738a73fcbe9fa1a412

Observation 0af332ae-abc6-48c6-a44e-e1d6837ee86c · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.685827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.428319Z digest=sha256:3d0701f3ffeb0911bb729cceb80054b7a470d05906adb3d95bd7f542e6d10eda

Observation cc4a003c-f6b2-4428-a7fa-40ac7a5d2b45 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.666923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.433123Z digest=sha256:63c5051d624581bbd4e2dff834e0d75201b56932b0540dcecd8a3640d03aae19

Observation cfe69d9d-307a-4678-b58d-cd50e4d1e3e0 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.649235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.438499Z digest=sha256:4fa051fb9439f80258c1dc3148b4559f1b0d4e6eb5cec21f079910d06650418b

Observation a3f98948-964f-4f54-8b35-7afc464489df · outbound

This paper cites A Survey of Few-Shot Learning on Graphs: from Meta-Learning to Pre-Training and Prompt Learning.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective A Survey of Few-Shot Learning on Graphs: from Meta-Learning to Pre-Training and Prompt Learning

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-11T16:35:06.446004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:35:06.446004Z digest=sha256:5ffdbff9fbc92c47eafd92e8465e59d181efd73393f9fe95d459b90c4ef16fc2

Observation 071e1e7c-3399-4374-aefd-aef7245841b6 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.633312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.451881Z digest=sha256:a91629a205557067f3f73c679ffe466ccaf7ba82f15d7391c26208f778c7a867

Observation 5521264d-b57a-46f5-9596-4d5c05ed7620 · outbound

This paper cites Node-Time Conditional Prompt Learning In Dynamic Graphs.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Node-Time Conditional Prompt Learning In Dynamic Graphs

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-11T16:35:06.456744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:35:06.456744Z digest=sha256:81a4f720aaa5bcda051331961121b188a1e5214a810d57698de0971a09ddd762

Observation 7dc6ebcd-b283-4b1d-a4aa-449f83c570d8 · outbound

This paper cites an unresolved cited work.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:35:06.617666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.462606Z digest=sha256:1fe17b34d3e4fc569171349ccdfe62e959cc7e3a853bdcf44833503f2daa4a6e

Observation f7837d83-b3b8-40bb-8adc-ff848322616d · outbound

This paper cites In Proceedings of SIGKDD.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective In Proceedings of SIGKDD

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:35:07.312993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.230314Z digest=sha256:61cf22efeba9311637fa2a54d774da89827536295d6a7b5fb463b3dc955575f3

Observation 50e59abb-bc6a-40c5-a5ee-82376d761f91 · outbound

This paper cites In Proceedings of SIGKDD.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective In Proceedings of SIGKDD

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:35:07.110426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.297760Z digest=sha256:dd1527ed95cf803ea9df42bea8459b8e23d635087745c222524f8e225bf8e061

Observation 6d0121c2-461c-42ca-96de-a902560ccf55 · outbound

This paper cites In Proceedings of SIGMOD.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective In Proceedings of SIGMOD

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:35:07.177975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.279258Z digest=sha256:718b2506ec142f1f4f1c5ec55e2543abd2847b4ca650ffa33b2cacaabfcc91a9

Observation 62a11388-8ffe-4bf8-951c-eef4403af596 · outbound

This paper cites In Proceedings of SIGKDD.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective In Proceedings of SIGKDD

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:35:06.785026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:35:06.397935Z digest=sha256:f48675c24cf0bbd38e304da80fe19066d1bc41647e34793283c78fa822d1f63d

Pith citing papers

Observation 6e8a5a95-c6aa-42a7-bb62-f36e6eae8ade · inbound

HieraMix: A Hierarchical MLP-Mixer for Large-Scale Traffic Forecasting cites this paper.

HieraMix: A Hierarchical MLP-Mixer for Large-Scale Traffic Forecasting Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-03T20:11:31.178430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T20:11:31.178430Z digest=sha256:226595da6e2974906d24a192ba3db2e979f7c3292c2ac4cd50efbc99962f88d9