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Paper Citation Record · LEDGER

Training Transformers for Mesh-Based Simulations

As of 20 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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T17:04:57.772981Z digest=sha256:5892a3c36332606be836043ec04eb488b4bbafac670eaec41040d1782f459ec9

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T17:04:57.777922Z digest=sha256:6529b1075869a6b03a13f8143b4c9ea8510d6bc5f5d73f8fc5a0f28a396958f6

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=sha256:59e53be582cea2c8b42238f2b65c0837e0fa76b553be69f1b57ccbd7bc5add0a

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-28T23:16:04.007349Z digest=sha256:0e2c13c6d9332b0156fa876ae86091115781b16f623c3b12e6d0c013c758ceb5