Paper Citation Record · LEDGER

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction

As of 12 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2412.02942.

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

pith.paper-citation-record.v1
2412.02942 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:59:58.826213Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

50 of 50 outbound references displayed

verified exact5
verified fuzzy8
unresolved33
parse uncertain0
malformed identifier1
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 79bdae18-dcc9-405e-b7d4-fcd8de26af5a · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 1

Resolution: verified exact; doi, observed 2026-08-11T22:59:58.892081Z

Source-reported events for the cited work

correction dated 2024-07-08. Source: crossref record 10.1038/s41598-024-66605-w->10.1038/s41598-024-63310-6:correction, observed 2026-07-11T03:07:00.125623+00:00. This notice travels one citation hop only.

Observation 3598aa09-c227-40ae-a815-388bcc02f6be · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:00:00.264981Z

Source-reported events for the cited work

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Observation e978c782-2e92-48a6-84ae-79ac1c80bfec · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T22:59:58.641928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a1e4d17-220c-45a2-bbee-ad906ccfff2c · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T22:59:58.646037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 821ec2d8-373f-4499-a553-f0c9a8ade450 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 5

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Source-reported events for the cited work

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Observation e77908bd-17f8-46c6-ba5a-db10504cf43c · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:00:00.243157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 99dc86ab-eee8-4dad-9284-9b0cfaaf9740 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 7

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Source-reported events for the cited work

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Observation d703729d-a557-47e1-a9fb-38553a688fa9 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T22:59:58.664171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bee4a593-d029-4f81-854b-aa96f09d87df · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 9

Resolution: verified exact; doi, observed 2026-08-11T22:59:58.872516Z

Source-reported events for the cited work

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Observation 1113c46e-5c8a-4bf5-ace3-4554f92d4db8 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:00:00.232333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d7ba924a-3ef9-4d67-8e0f-9fe2c0a3b447 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:00:00.219696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3773d442-2063-46f7-aa73-7f931dfb2cf7 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 12

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Source-reported events for the cited work

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Observation 8aae8c5c-8daf-412f-a1dd-97e62aee37a5 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 13

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Source-reported events for the cited work

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Observation 8640c606-2a04-41e1-b69d-cfcb3c65acd3 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 14

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Source-reported events for the cited work

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Observation 85ae9d36-17eb-4de7-8913-0639c3f1cfa2 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:00:00.166400Z

Source-reported events for the cited work

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Observation 2b785b0c-eee5-41b5-948c-4f08bf2c43b0 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 16

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Source-reported events for the cited work

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Observation f95884eb-fbe9-40a5-8fab-6ff8016f9401 · outbound

This paper cites Spatial-Temporal Transformer Networks for Traffic Flow Forecasting.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Spatial-Temporal Transformer Networks for Traffic Flow Forecasting

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d04718b4-26a3-4e68-baa0-a6a9a727b7db · outbound

This paper cites Jiang, C.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Jiang, C

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:00:00.141140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 537b6662-9fdb-4f37-84d7-4cc1f85ad87a · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T22:59:58.705984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ee10203-509a-44c1-bc23-56c632db3d20 · outbound

This paper cites Huang, H.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Huang, H

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:00:00.127441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5628dab7-ae16-4bab-8b80-1e2e182d4358 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T22:59:58.713951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36467192-11a4-4d5f-a970-0ad31bd1fc8e · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:00:00.111864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7ff2899b-2087-4508-baf6-aa66d0e36094 · outbound

This paper cites Seeing the Unseen: Learning Basis Confounder Representations for Robust Traffic Prediction.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Seeing the Unseen: Learning Basis Confounder Representations for Robust Traffic Prediction

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9523d93f-cf9e-4f08-b6d6-69b016243048 · outbound

This paper cites STG4Traffic: A Survey and Benchmark of Spatial-Temporal Graph Neural Networks for Traffic Prediction.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction STG4Traffic: A Survey and Benchmark of Spatial-Temporal Graph Neural Networks for Traffic Prediction

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T22:59:58.725153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12151d01-249c-4bd2-98ff-a90c501d01c6 · outbound

This paper cites Rahmani, A.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Rahmani, A

Reference 25

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T22:59:59.368919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation aecee980-c1f0-4fee-8035-2fd54ce9d9ff · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T22:59:58.732942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a66f921f-2021-4bfa-adc5-b5c829337e45 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 27

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T22:59:59.222488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 17e5f542-b9b4-460f-9fde-ae4fdf0840f1 · outbound

This paper cites Zhang, Y.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Zhang, Y

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:00:00.096092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e97e58ba-2900-415a-a299-ab6886fbee98 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:00:00.080823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b80bc2a6-8693-427d-8fed-7aa0c631cba9 · outbound

This paper cites Grover, J.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Grover, J

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:00:00.064638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ad09c0ea-ca2c-4796-ba11-c0b6d276c3e8 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 31

Resolution: verified exact; doi, observed 2026-08-11T22:59:58.860730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f4510ded-08d7-41ad-a271-d23d098b0344 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:00:00.025181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dc3c8864-466e-4b29-937a-abc1ba79771f · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:00:00.000996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 047cffef-49b3-4a25-8578-6a0ee158c7c9 · outbound

This paper cites Prabowo, W.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Prabowo, W

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:59:59.987511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 546c2437-a0b4-4e01-8318-509a1975f47a · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:59:59.974568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 22579f46-d7ba-4e50-8435-1ca8e3c6702a · outbound

This paper cites Zheng, X.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Zheng, X

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:59:59.959925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 42077227-cf9a-4b98-827a-3362cb4a397c · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 37

Resolution: verified exact; raw_fallback, observed 2026-08-11T22:59:59.133566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5dc94409-bf2e-48e8-8338-a0c5dc7e2158 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:59:59.946441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 401819a5-df58-4875-833a-2e487f61c9ad · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:59:59.933205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0486a3c1-b4af-4812-ac54-a953fb52005c · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:59:59.919738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0710b14f-1f2a-40a0-b18b-6ce8d6c5fd9f · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:59:59.906701Z

Source-reported events for the cited work

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Observation 95c399d2-bd1e-4b63-8cd3-bf8762961ae0 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 42

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73aeed93-651a-49fa-b92d-a8523e3affbf · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:59:59.893475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d09b5787-fec2-4f60-b623-168aa4543597 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:59:59.879798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c1674bf3-76e6-4dff-b361-8966d22b9e4a · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:59:59.860760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 23a6d32c-0b5d-4fc7-a0b2-4cea88705eb5 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:59:59.846860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d05c99f0-e96d-4b82-a4ef-de543b0e8de0 · outbound

This paper cites Takeuchi, R.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Takeuchi, R

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:59:59.834103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f959778b-e09e-44e9-8ec8-4abfb5d665fc · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:59:59.821910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 098b1d30-c053-4c9e-986a-296cc514054a · outbound

This paper cites Pearl, D.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Pearl, D

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:59:59.809145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9c756499-1276-40f1-ba10-2758acbea0c8 · outbound

This paper cites an unresolved cited work.

STDCformer: A Transformer-Based Model with a Spatial-Temporal Causal De-Confounding Strategy for Crowd Flow Prediction Unresolved cited work

Reference 50

Resolution: malformed identifier; no resolver link, observed 2026-08-11T22:59:58.826213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.