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Paper Citation Record · LEDGER

A Geometry-Aware Message Passing Neural Network for Modeling Aerodynamics over Airfoils

As of 8 August 2026, this Paper Citation Record lists 0 of 0 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.

pith.paper-citation-record.v1
2412.09399 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:14:46.190904Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-19T10:22:14.694550Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-19T10:17:34.190090Z digest=sha256:7ef3661c34806c924e56aa202c373ccaa1f11692430978d09bb9383e26209db5

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.

source=pdf_text observed=2026-08-07T05:14:46.190904Z digest=sha256:40f57a5c0b4e985ce040a0e1f8b4122790222c2192ebd20df22c8aa0cca61286