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Paper Citation Record · LEDGER

Training Transformers for Mesh-Based Simulations

As of 18 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 2 inbound Pith citation observations for arXiv:2508.18051.

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

pith.paper-citation-record.v1
2508.18051 v1

Coverage vector

measured 2 of 2 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:04:57.777922Z

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:11:44.886411Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T00:02:50.431698Z

Reference resolution

2 of 2 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ae13dbea-91d9-4134-9d4a-1bed9a6028da · outbound

This paper cites an unresolved cited work.

Training Transformers for Mesh-Based Simulations Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:04:57.823601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:04:57.772981Z digest=sha256:64f515f563e28f059d6d795209dc9186e88d09388a5b05de021b117ecaa2b02f

Observation 64f6cbaf-e0c5-4bdf-bd67-faeb6c1095ad · outbound

This paper cites turn off.

Training Transformers for Mesh-Based Simulations turn off

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:04:57.810313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:04:57.777922Z digest=sha256:c2afe3ccc4a44fcde311e2dac293e7b311e28fd962f20245988ce8749106f6cd

Pith citing papers

Observation c65126bf-d0ae-4696-9d8e-36672874acf3 · inbound

TRELLIS-Enhanced Surface Features for Comprehensive Intracranial Aneurysm Analysis cites this paper.

TRELLIS-Enhanced Surface Features for Comprehensive Intracranial Aneurysm Analysis Training Transformers for Mesh-Based Simulations

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-05T11:11:44.886411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:11:44.886411Z digest=sha256:96e4e26efc8242496e125c57aa06ecb2c42e45f305033e4a0f95196b3d96688f

Observation 6f0993a0-c1b8-4c71-a9d5-1e62e68ca067 · inbound

Physics-Informed Coarsening for Multigrid Graph Neural Surrogates cites this paper.

Physics-Informed Coarsening for Multigrid Graph Neural Surrogates Training Transformers for Mesh-Based Simulations

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-06-29T00:02:50.433354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-28T23:16:04.007349Z digest=sha256:ed330088e590d2a3c5975f5327f94dd02558d5a9a521105145e3639e3a43ca57