Paper Citation Record · LEDGER

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities

As of 9 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2509.06041.

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

pith.paper-citation-record.v1
2509.06041 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T04:38:44.809468Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

45 of 45 outbound references displayed

verified exact3
verified fuzzy17
unresolved25
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b3eba6f1-9beb-402c-a1ec-37419e63dfa5 · outbound

This paper cites Bounouar, K.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Bounouar, K

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:52.657828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 14425d7e-4c4b-4c0f-b1f1-48aeeeb6220d · outbound

This paper cites Ragab, A.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Ragab, A

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:52.396269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ba2dd533-9b34-402b-aa7b-24bc8d5277db · outbound

This paper cites Andreozzi, L.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Andreozzi, L

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:52.087592Z

Source-reported events for the cited work

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Observation 3e07354b-1bb9-4b72-99c2-ff1409043779 · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:51.846459Z

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Observation a8e18c1c-09f9-4b93-99b2-79212b27b2cb · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:51.579717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c7b30021-0aff-454b-b793-6661d2a1c645 · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:51.393672Z

Source-reported events for the cited work

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Observation 88245230-2047-479a-81a8-2b6aef28f9fb · outbound

This paper cites Yu, M.-T.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Yu, M.-T

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:51.163788Z

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Observation 622d43c4-8272-49c8-9fcb-e8bf5ffb98db · outbound

This paper cites Arshad, M.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Arshad, M

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:50.886583Z

Source-reported events for the cited work

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Observation 4de75670-c773-4018-b56e-151d28bda351 · outbound

This paper cites Fazeli, K.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Fazeli, K

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:50.656549Z

Source-reported events for the cited work

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Observation e00ee18e-389f-40dd-84a4-ce06a389ecb2 · outbound

This paper cites Falcone, E.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Falcone, E

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:50.389412Z

Source-reported events for the cited work

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Observation a1e719e2-bc1a-404c-a825-9da2d272707c · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:50.151816Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 708b7651-711b-4f6b-af4e-a936f222f2ac · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:49.931743Z

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Observation 5361f981-9095-41d6-b771-00958dce97f5 · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:49.771003Z

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Observation 0fcceace-c670-4a07-8036-639c8f0127c1 · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:49.597457Z

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Observation af37b0fa-0cc4-46d8-9a33-61bd8bd79c2e · outbound

This paper cites Norton, B.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Norton, B

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:49.416929Z

Source-reported events for the cited work

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Observation e6989e70-7da3-4a13-a59d-186f1189e8a5 · outbound

This paper cites Alteneiji, M.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Alteneiji, M

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:49.180363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1fa5e147-c33a-4a4f-b762-48049f1c3cf0 · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:48.981719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3ea6d72c-a251-48b6-a1a7-bc78b7968be0 · outbound

This paper cites Hallam, W.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Hallam, W

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:48.723312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 92f31ed5-a479-4136-90cc-051e5da42fc4 · outbound

This paper cites Louhenkilpi, E.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Louhenkilpi, E

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:48.486279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 80c2b8bf-1b12-4386-9621-31d6596b21a7 · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:48.289791Z

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Observation 6677c2db-074e-4678-8644-1ecd6a352eca · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:48.042976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c1d60713-35c1-4fbf-b97f-4753d6919acc · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:47.846105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4c070c9d-1f43-4be4-bbb6-03384fe3fb26 · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:47.748212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 19721722-67ff-411d-b4a0-397960d162bc · outbound

This paper cites Vinuesa, S.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Vinuesa, S

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:47.572281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 90b6c94b-ad63-492f-a5e8-b8fff2992006 · outbound

This paper cites Kochkov, J.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Kochkov, J

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:47.367761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8406790d-3baf-4e58-abae-8be8bbcb6e45 · outbound

This paper cites Sofos, D.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Sofos, D

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:47.198466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6cbb8878-0a79-4107-b719-8bb7a7b6c7d9 · outbound

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Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:47.004957Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ab2aad11-9a84-45e9-afc8-5bd86b84ee9a · outbound

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Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:46.786699Z

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Observation 433cf905-3cfe-46d9-ac6f-0cb80d350f93 · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:46.577517Z

Source-reported events for the cited work

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Observation 8fba79c3-74ac-46aa-a53e-100a6b901e22 · outbound

This paper cites DeepCFD: Efficient Steady-State Laminar Flow Approximation with Deep Convolutional Neural Networks.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities DeepCFD: Efficient Steady-State Laminar Flow Approximation with Deep Convolutional Neural Networks

Reference 30

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Observation b037c1d8-d44b-4d70-809c-072bb99124c6 · outbound

This paper cites Scarselli, M.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Scarselli, M

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:46.358055Z

Source-reported events for the cited work

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Observation 814c45b0-77c6-4a36-a63f-6b3bf35f3c58 · outbound

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Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:46.152015Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0843a3c2-a071-4d34-a6a1-0b7ae65935af · outbound

This paper cites Pfaff, M.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Pfaff, M

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:45.954231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4e845152-13b0-430d-b425-959c9a0c1a2c · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T04:38:43.822994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbbea8ed-ec84-4523-b9db-fd6df9904d3b · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T04:38:43.915725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6259245-337b-4727-be0a-4dc0fa988a88 · outbound

This paper cites Sanchez-Gonzalez, J.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Sanchez-Gonzalez, J

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T04:38:44.024435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbb0c785-00ba-4103-8951-5582a75c6120 · outbound

This paper cites A Computationally Efficient Hybrid Neural Network Architecture for Porous Media: Integrating Convolutional and Graph Neural Networks for Improved Property Predictions.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities A Computationally Efficient Hybrid Neural Network Architecture for Porous Media: Integrating Convolutional and Graph Neural Networks for Improved Property Predictions

Reference 38

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e5cbf24b-e734-4f2a-8a69-5039f07199d6 · outbound

This paper cites Challenges and Opportunities for Machine Learning in Fluid Mechanics.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Challenges and Opportunities for Machine Learning in Fluid Mechanics

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-08-05T04:38:45.238934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d1fa41c9-7aff-42fa-b658-45790a1ed3a5 · outbound

This paper cites Recent Advances on Machine Learning for Computational Fluid Dynamics: A Survey.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Recent Advances on Machine Learning for Computational Fluid Dynamics: A Survey

Reference 40

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a80b28bf-5c50-488a-80cf-5746cf288bcc · outbound

This paper cites Towards Fast Simulation of Environmental Fluid Mechanics with Multi-Scale Graph Neural Networks.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Towards Fast Simulation of Environmental Fluid Mechanics with Multi-Scale Graph Neural Networks

Reference 41

Resolution: verified exact; local_arxiv, observed 2026-08-05T04:38:45.052442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0a1f86e3-3739-40a7-8312-5858fd899a93 · outbound

This paper cites MultiScale MeshGraphNets.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities MultiScale MeshGraphNets

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-05T04:38:44.418371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3688dad9-c84c-4f00-983b-c8f8c542c89b · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:38:45.797811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 06301ce5-4226-4ba9-b470-19e2bf1ee57a · outbound

This paper cites MAgNET: A Graph U-Net Architecture for Mesh-Based Simulations.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities MAgNET: A Graph U-Net Architecture for Mesh-Based Simulations

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-05T04:38:44.608768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43415c0a-756d-432d-9a45-9ec8644b1489 · outbound

This paper cites an unresolved cited work.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T04:38:44.708127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf5d41a8-5f38-4396-b3b1-c983880be499 · outbound

This paper cites Invalid input or missing ’ nodes ’.

Multi-Stage Graph Neural Networks for Data-Driven Prediction of Natural Convection in Enclosed Cavities Invalid input or missing ’ nodes ’

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:38:45.594887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.