Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T17:10:51.643826Z
Paper Citation Record · LEDGER
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils
As of 12 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 2 inbound Pith citation observations for arXiv:2412.09399.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:14:46.190904Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-19T10:22:14.694550Z
Reference resolution
28 of 28 outbound references displayed
- verified exact0
- verified fuzzy8
- unresolved20
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 0942fdc2-00a2-46a6-a6e7-555e18063e6c · outbound
This paper cites Relational inductive biases, deep learning, and graph networks.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Relational inductive biases, deep learning, and graph networks
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T17:10:51.547151Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c967082-4291-4a45-ae33-86c65ea1de75 · outbound
This paper cites Bonnet, J.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Bonnet, J
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T17:10:51.925809Z
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 243664c0-de48-4c5c-a2b7-f0ab68a424d8 · outbound
This paper cites an unresolved cited work.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T17:10:51.916370Z
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 96ca364e-addd-49ef-8665-29493293be2d · outbound
This paper cites Casenave, B.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Casenave, B
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T17:10:51.907535Z
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 3e5a806e-6d29-4478-bd83-3bd50c8e1f59 · outbound
This paper cites Fey and J.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Fey and J
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T17:10:51.564523Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 050a1284-abaa-4d37-880b-4848dd018fe5 · outbound
This paper cites Gasteiger, J.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Gasteiger, J
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T17:10:51.892658Z
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 05bd4b3e-1712-4157-861a-fa098e298ed9 · outbound
This paper cites Gilmer, S.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Gilmer, S
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T17:10:51.884257Z
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 215dbe9c-dfc7-4982-a962-1a6d4f87e1ed · outbound
This paper cites an unresolved cited work.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T17:10:51.875572Z
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 44f84b2d-a4d7-4142-891b-5264c730d451 · outbound
This paper cites an unresolved cited work.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T17:10:51.864695Z
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 ba06dd98-5330-488c-9439-4b313f48600f · outbound
This paper cites Helwig, X.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Helwig, X
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T17:10:51.854648Z
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 cbd9346a-090b-44be-914a-a9d98a94ca53 · outbound
This paper cites Adam: A Method for Stochastic Optimization.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Adam: A Method for Stochastic Optimization
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T17:10:51.586125Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40174850-c1c8-4559-ba10-6291825dd0dd · outbound
This paper cites Leyli Abadi, A.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Leyli Abadi, A
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T17:10:51.844601Z
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 3983a502-d2cc-474e-a761-e648a7d03722 · outbound
This paper cites Neural Operator: Graph Kernel Network for Partial Differential Equations.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Neural Operator: Graph Kernel Network for Partial Differential Equations
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T17:10:51.594157Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 774511f2-495b-4327-ade9-cb5b789b75e1 · outbound
This paper cites an unresolved cited work.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T17:10:51.834027Z
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 157e498e-9603-4c13-beff-f373ce48bca3 · outbound
This paper cites an unresolved cited work.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T17:10:51.824379Z
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 345d3262-2bfa-465c-b3af-cd6a220bf8a3 · outbound
This paper cites an unresolved cited work.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T17:10:51.815417Z
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 75e5c6f7-c556-44b8-9f2b-6c0f01de3705 · outbound
This paper cites an unresolved cited work.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T17:10:51.806618Z
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 5bd51f24-dd6b-4474-afdf-682327eff1e4 · outbound
This paper cites an unresolved cited work.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T17:10:51.795930Z
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 86cd27f0-25c2-4d9a-af1a-029063605b9d · outbound
This paper cites an unresolved cited work.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T17:10:51.786509Z
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 4e77775a-091e-436c-bb71-ef522c4bfc8c · outbound
This paper cites Paszke, S.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Paszke, S
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T17:10:51.620102Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1fd0d9f-67e3-442f-9f1c-dcb97be662bc · outbound
This paper cites an unresolved cited work.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T17:10:51.771573Z
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 0d485555-1388-480e-9af5-0239aa5daa27 · outbound
This paper cites an unresolved cited work.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T17:10:51.760431Z
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 3cfec9b9-b666-4025-b54e-aef1e42b3e49 · outbound
This paper cites an unresolved cited work.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T17:10:51.750335Z
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 57693735-4087-48d0-972a-47db9c687b2d · outbound
This paper cites Vaswani, N.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Vaswani, N
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T17:10:51.740135Z
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 8c58fb46-cad8-4471-90d8-005b6083bfdd · outbound
This paper cites an unresolved cited work.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T17:10:51.729330Z
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 5cb8d6e3-b4b2-4abb-9a6a-f1d1b42cbedb · outbound
This paper cites NeurIPS 2024 ML4CFD Competition: Harnessing Machine Learning for Computational Fluid Dynamics in Airfoil Design.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils NeurIPS 2024 ML4CFD Competition: Harnessing Machine Learning for Computational Fluid Dynamics in Airfoil Design
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T17:10:51.636841Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9965450f-ff19-4469-9ffb-2a9933461ec3 · outbound
This paper cites Artificial Intelligence for Science in Quantum, Atomistic, and Continuum Systems.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Artificial Intelligence for Science in Quantum, Atomistic, and Continuum Systems
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T17:10:51.640771Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4247645a-50aa-4b51-851f-06de9236bd7b · outbound
This paper cites Zhang, J.
A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils Zhang, J
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T17:10:51.718222Z
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.
Pith citing papers
Observation b45a4dbe-3f77-490b-a68b-610ae8d103b1 · inbound
A Two-Phase Deep Learning Framework for Adaptive Time-Stepping in High-Speed Flow Modeling cites this paper.
A Two-Phase Deep Learning Framework for Adaptive Time-Stepping in High-Speed Flow Modeling A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils
Reference 36
- Resolution
- verified exact
- arxiv_id, observed 2026-05-19T10:22:14.696306Z
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 a0d2fc15-0f3b-468d-9c2d-dc83db8bb50c · inbound
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis cites this paper.
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T05:14:46.190904Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.