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Paper Citation Record · LEDGER

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction

As of 12 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2412.03188.

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

pith.paper-citation-record.v1
2412.03188 v2

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:44:35.012134Z

measured 32 of 32 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

32 of 32 outbound references displayed

  • verified exact2
  • verified fuzzy12
  • unresolved16
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 54411e98-4e8b-4063-beb7-14d91a2b2505 · outbound

This paper cites Bıyık, A.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Bıyık, A

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:44:40.242246Z

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.

source=pdf_text observed=2026-08-11T22:44:33.554751Z digest=sha256:687876f45d059cb18a07f930502ac314b39958df7316fd094436f8fe8268197c

Observation 3ea5818c-1168-436d-8cfb-f131cc0cd568 · outbound

This paper cites Gomes, J.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Gomes, J

Reference 2

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metadata mismatch
raw_fallback, observed 2026-08-11T22:44:37.885121Z

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.

source=pdf_text observed=2026-08-11T22:44:33.654942Z digest=sha256:5ab5e61d11a9d4f62e55e51daf5c4cb6b205aeba9515d1055d92ef42c41d911d

Observation 47cf583f-3d8e-401f-b891-9f8437fa7b10 · outbound

This paper cites an unresolved cited work.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Unresolved cited work

Reference 3

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raw_fallback, observed 2026-08-11T22:44:40.165512Z

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.

source=pdf_text observed=2026-08-11T22:44:33.704749Z digest=sha256:4f3a03abd592f70754dd7cca7daf2811d15f340c2f2a35702f094dda4a8ab215

Observation 83e0cf4f-2d01-4067-9634-f06deb64bbb8 · outbound

This paper cites Zheng, X.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Zheng, X

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:44:40.055638Z

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.

source=pdf_text observed=2026-08-11T22:44:33.754749Z digest=sha256:3ce0d58315d2a1f8662b0bfe96080b1efd5fef44811b5bcd7bc9ea5bd172dd0e

Observation 901ac941-699a-48ba-8e4c-a8d2ae96b4b2 · outbound

This paper cites Vinayakumar, K.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Vinayakumar, K

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-11T22:44:39.904751Z

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.

source=pdf_text observed=2026-08-11T22:44:33.804736Z digest=sha256:472e42ae220260e4f9aaf291ade12effe5840a058d38d76eaee178d0011f5a30

Observation 72c8f4cb-0a2b-489e-9c1a-e12c3f61c711 · outbound

This paper cites Abadi, T.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Abadi, T

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-11T22:44:39.794736Z

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.

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Observation 8c35198f-8726-42ca-a061-928ebd261968 · outbound

This paper cites an unresolved cited work.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Unresolved cited work

Reference 7

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unresolved
raw_fallback, observed 2026-08-11T22:44:39.654751Z

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.

source=pdf_text observed=2026-08-11T22:44:33.904748Z digest=sha256:38441719d79e08950b1420220291002ae7d5aafc575ae48631b93bc5228460fc

Observation 9893518b-f761-49d2-a36b-7146796f3743 · outbound

This paper cites Bent ´ejac, A.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Bent ´ejac, A

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-11T22:44:39.484749Z

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.

source=pdf_text observed=2026-08-11T22:44:33.954745Z digest=sha256:74c5e957c5e20ebef743955d4f87beee34589686ae490320c1f895fefce3fb2b

Observation d4380fda-9eb6-4212-8dc3-f1c07a4d98d6 · outbound

This paper cites Ramakrishnan, T.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Ramakrishnan, T

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:44:39.304850Z

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.

source=pdf_text observed=2026-08-11T22:44:33.994858Z digest=sha256:199a8d55a5cf0102ac3efa1d351063692e24aebeb15ddfc9fec241b9296c1c85

Observation 1660c0b4-46ec-42ce-bd43-9c5ad123dfdf · outbound

This paper cites Andreoletti, S.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Andreoletti, S

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:44:39.124758Z

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.

source=pdf_text observed=2026-08-11T22:44:34.044750Z digest=sha256:cf0fc88778b57309080b49b30e5635139491b3db8169ceeb098fc59e22e21f4e

Observation 9e9313d9-3fcc-4f06-b87d-ea490415fd75 · outbound

This paper cites an unresolved cited work.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Unresolved cited work

Reference 11

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no resolver link, observed 2026-08-11T22:44:34.094748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:44:34.094748Z digest=sha256:91877640d564ee9676c1ba89d4c01a84ac418a12a036caa37bce8bd04fc1c09d

Observation 69beb568-d93a-44f9-a119-a55462b594b4 · outbound

This paper cites Spatio-Temporal Graph Neural Networks: A Survey.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Spatio-Temporal Graph Neural Networks: A Survey

Reference 12

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unresolved
no resolver link, observed 2026-08-11T22:44:34.134740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:44:34.134740Z digest=sha256:13c171341dd359d1a15eead2f4d6ecf2eece6d5bd52f8d0126a441b5c8da037c

Observation 1a10f306-e970-4115-9d66-5cc645815ffb · outbound

This paper cites Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting

Reference 13

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unresolved
no resolver link, observed 2026-08-11T22:44:34.184822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:44:34.184822Z digest=sha256:d27867f42d25ddce421c7f9ccd275aaab7ac925f72cc38b37d5553f1ae5953e2

Observation 5dd3f314-1519-41d1-8585-617f5b3faf4d · outbound

This paper cites an unresolved cited work.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:44:38.883181Z

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.

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Observation 9cb5a2fe-a295-4924-979b-19f99efcba6c · outbound

This paper cites an unresolved cited work.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Unresolved cited work

Reference 15

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no resolver link, observed 2026-08-11T22:44:34.284831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:44:34.284831Z digest=sha256:d510f0b078b40d59609316bb60d6288658e18c61d91b614adf531012ef3c0cef

Observation 5a52e8ab-3ef6-44cc-88bd-6a4ede0b1059 · outbound

This paper cites an unresolved cited work.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Unresolved cited work

Reference 16

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no resolver link, observed 2026-08-11T22:44:34.324748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:44:34.324748Z digest=sha256:5bf8a44bbb50eccaf0bfd75d4f46dda41460509b308b8e6cd83f07078404480f

Observation f37908b0-2931-4c0b-b453-d17611a85d96 · outbound

This paper cites an unresolved cited work.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:44:38.738780Z

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.

source=pdf_text observed=2026-08-11T22:44:34.374841Z digest=sha256:8c0f6bcee13da8aa6bb13a6835717deeefa97a4dd66f6aff8e202c291e985344

Observation e1a06216-f1be-47e9-8c57-3bcbc72ae143 · outbound

This paper cites Kairouz, H.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Kairouz, H

Reference 18

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verified fuzzy
raw_fallback, observed 2026-08-11T22:44:38.634755Z

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.

source=pdf_text observed=2026-08-11T22:44:34.494756Z digest=sha256:8a850a1a17a323af29b78375e4e8435ed6a97fe4aebfb134bc4d2b5468b98cb4

Observation 80eaaca3-239a-4bfd-a5ce-99748a0ea6af · outbound

This paper cites Central Server Free Federated Learning over Single-sided Trust Social Networks.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Central Server Free Federated Learning over Single-sided Trust Social Networks

Reference 19

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no resolver link, observed 2026-08-11T22:44:34.544839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:44:34.544839Z digest=sha256:0ac80939ff4b0971c6d7661b15a5b0ec5ed63f7c7bcb79fc527314ae6e41e841

Observation 66d820f7-4c70-4e99-84b9-76b1291c3214 · outbound

This paper cites Orm ´andi, I.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Orm ´andi, I

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:44:38.474736Z

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.

source=pdf_text observed=2026-08-11T22:44:34.594751Z digest=sha256:2cad580bf8d5bacfe37fdf9194610dfb4548ea29def357b4c11b76759b93f6e7

Observation 0d4051af-afca-4146-8b24-2acc9dbb45cd · outbound

This paper cites Nazzal, A.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Nazzal, A

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:44:38.313631Z

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.

source=pdf_text observed=2026-08-11T22:44:34.644886Z digest=sha256:338649dabf80535143dc6adae082e055f066ce3fd57e6e4b742c3573e7e1478f

Observation 80ebf6ff-a655-4d1a-b43b-f875a82f0012 · outbound

This paper cites Defferrard, X.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Defferrard, X

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:44:38.233934Z

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.

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Observation 88c9f411-b8aa-4df9-ba3a-6f39d52270f4 · outbound

This paper cites DistDGL: Distributed Graph Neural Network Training for Billion-Scale Graphs.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction DistDGL: Distributed Graph Neural Network Training for Billion-Scale Graphs

Reference 23

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no resolver link, observed 2026-08-11T22:44:34.744819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:44:34.744819Z digest=sha256:372793e2c46b4c19484870ff9a5e7f408168e289cfb98bc911853192198391eb

Observation 1dcbb3a4-4438-4486-9284-caf3785316b2 · outbound

This paper cites GNN at the Edge: Cost-Efficient Graph Neural Network Processing over Distributed Edge Servers.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction GNN at the Edge: Cost-Efficient Graph Neural Network Processing over Distributed Edge Servers

Reference 24

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verified exact
local_arxiv, observed 2026-08-11T22:44:36.493139Z

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.

source=pdf_text observed=2026-08-11T22:44:34.795782Z digest=sha256:2d5594832e39d31b3519541509037ac8c595c92d75454ec07efef9958fc3ab4b

Observation 02f4073b-2184-49da-b821-d47a1e838016 · outbound

This paper cites an unresolved cited work.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Unresolved cited work

Reference 25

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verified exact
doi, observed 2026-08-11T22:44:35.181909Z

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.

source=pdf_text observed=2026-08-11T22:44:34.838712Z digest=sha256:d4a79dc4811d2e258dacc6ce307b10cd98da6bbd49f208c15a5ce13482092859

Observation 329e4147-a696-43c2-b29f-227eec530c75 · outbound

This paper cites an unresolved cited work.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Unresolved cited work

Reference 26

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no resolver link, observed 2026-08-11T22:44:34.884915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:44:34.884915Z digest=sha256:a475a432015289177fbf4fe486c18ec1c2b50eb24b9303e4adba489fcd2e8916

Observation 11b02801-5bc4-4979-97cf-bd3b76f2c1e1 · outbound

This paper cites an unresolved cited work.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Unresolved cited work

Reference 27

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no resolver link, observed 2026-08-11T22:44:34.929686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:44:34.929686Z digest=sha256:9fe2da1eb34562044d85af618410b2b9a349fe916d4a1ed9e30c6c38a317fb3f

Observation 500e1e44-04fe-413a-a696-bcbfe7deb8fa · outbound

This paper cites an unresolved cited work.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Unresolved cited work

Reference 28

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no resolver link, observed 2026-08-11T22:44:34.955099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:44:34.955099Z digest=sha256:6b906fcd1fa96bf4b4d7816d7035731b0b76a20e0c864988cea06bebc42a048b

Observation b74bd1eb-51b8-4abf-87bb-2f3f58c796ef · outbound

This paper cites an unresolved cited work.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Unresolved cited work

Reference 29

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unresolved
no resolver link, observed 2026-08-11T22:44:34.983365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:44:34.983365Z digest=sha256:a5ae74e9adf791be2316a3d8ed520ce96f87dc747285d8bd4cc940b84b0ef64b

Observation 276e5764-3729-422a-a262-33dd23f6ee1d · outbound

This paper cites Giaretta, S.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Giaretta, S

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:44:38.094800Z

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.

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Observation c990b532-19d9-46b0-a0b7-ba383c9d780d · outbound

This paper cites an unresolved cited work.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Unresolved cited work

Reference 146

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no resolver link, observed 2026-08-11T22:44:33.604739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:44:33.604739Z digest=sha256:151a4f06fb8b4342bb5fc9a1cdd91ca99b34dea995df88a71f4d71105de575b1

Observation d6000cf6-6373-4132-ac2d-0c057f8d60cb · outbound

This paper cites an unresolved cited work.

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Unresolved cited work

Reference 245

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no resolver link, observed 2026-08-11T22:44:34.434752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:44:34.434752Z digest=sha256:909012cf426d9eb4d02f89f97ba5e01a1bb22b93b0593ad258f9feda9092cbdf

Pith citing papers

No inbound Pith citation observations are available.