Paper Citation Record · LEDGER

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting

As of 11 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2508.13433.

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

pith.paper-citation-record.v1
2508.13433 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:03:23.358641Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

34 of 34 outbound references displayed

verified exact3
verified fuzzy4
unresolved27
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation da3f0d4f-23a8-47a9-ad53-7b8c181d464c · outbound

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

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T19:03:21.386082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9078cc27-4325-4e09-a861-821fb7239bf7 · outbound

This paper cites write newline.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T19:03:21.420486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e386049-d4dd-466c-bbba-5ed45131a939 · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:32.050466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 181a1810-cc81-442b-82ab-ef3de79c632e · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:31.757666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a922d25e-2b9f-4b3a-9aac-320e92d63cc2 · outbound

This paper cites X.; and Wang, J.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting X.; and Wang, J

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:03:31.479957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ab029f3e-5d0a-4bba-9222-5a70c4f17cb1 · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:31.196544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d5514bbf-6f8b-4c29-a45a-bbb83a54795a · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:30.971727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a989a7e1-5f52-47ad-998e-dd5cada995b0 · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:30.679658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation aa779dc3-2cfc-4803-9e31-572077f3d5b3 · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:30.379149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3fbeec80-8de3-4ec3-9d29-dae452076d45 · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:30.108692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 108ca7e2-0fa4-4256-9ef3-c8115c1d1a3f · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:29.805237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c96783f5-9b26-47f2-9783-74888fa43f31 · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:29.477030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 451f27db-eec9-4993-974c-6ffcbd996c8a · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:29.179725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 81cc54bb-ce0c-4a0b-8ead-0fcc2548dbff · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:28.911027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b5025047-38fa-4470-a7d1-8c45b9a29619 · outbound

This paper cites ST-Mamba: Spatial-Temporal Selective State Space Model for Traffic Flow Prediction.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting ST-Mamba: Spatial-Temporal Selective State Space Model for Traffic Flow Prediction

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-05T19:03:24.355499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5570905d-6907-499e-a730-9d98241c6382 · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 16

Resolution: verified exact; raw_fallback, observed 2026-08-05T19:03:24.158437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 02f748ba-b527-4974-85bc-99b5552763a4 · outbound

This paper cites G.; and Gao, J.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting G.; and Gao, J

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:03:28.614431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d7273af7-053b-48bd-94d4-a6e514c65729 · outbound

This paper cites A.; Wang, Z.; Gong, X.; and Gao, J.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting A.; Wang, Z.; Gong, X.; and Gao, J

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:03:28.394403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 29783157-82e6-4146-a562-fdc30e65242f · outbound

This paper cites STLLM-DF: A Spatial-Temporal Large Language Model with Diffusion for Enhanced Multi-Mode Traffic System Forecasting.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting STLLM-DF: A Spatial-Temporal Large Language Model with Diffusion for Enhanced Multi-Mode Traffic System Forecasting

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-05T19:03:23.647153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7fd534c7-06c8-49cd-9a07-e67413e43b4c · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:28.156683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f9066ddd-c459-4d43-abe0-fd1641b3012d · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:27.885252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e729774d-33ba-4be3-80fd-7355c6d56f06 · outbound

This paper cites N.; Kaiser, L.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting N.; Kaiser, L

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:03:27.540173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 205cc30d-c046-4733-8f5b-4a96cba2fa0c · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:27.221265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e43a5a3d-9786-4463-914f-399683fe7e28 · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:26.971149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bd462224-e312-404f-b7ff-1df29d671229 · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:26.682957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4303b622-144d-4685-9aab-05d981394a28 · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:26.400320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e737387e-0705-4af7-9bdf-4707222882a0 · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:26.081480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ec6932aa-108c-4846-8b6b-57222cc2a92c · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:25.869009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b5794589-50ea-4342-a4a0-72afca212e94 · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:25.676787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation df85560f-7be1-40f4-b6ba-fc4fa59ab0ca · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:25.469074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 71ab1a8d-d841-4f01-8235-0506240942eb · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:25.235886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 24bfb44c-bac0-46fb-94fe-37e1b6aa8c59 · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:25.020799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4dc14143-59bc-406e-aa28-24e0e123258e · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:24.761564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6e825ac7-926f-4d71-921c-6aadd8627e7f · outbound

This paper cites an unresolved cited work.

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:03:24.544607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.