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Paper Citation Record · LEDGER

Efficient neural topology optimization via active learning for enhancing turbulent mass transfer in fluid channels

As of 12 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2503.03997.

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

pith.paper-citation-record.v1
2503.03997 v1

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 2026-08-12T06:34:41.77262+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:21:44.987909Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T02:55:53.553985Z

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 6fd3ae8c-b816-4688-8c45-285150b3b78c · inbound

Neural-operator element method: Efficient and scalable finite element method enabled by reusable neural operators cites this paper.

Neural-operator element method: Efficient and scalable finite element method enabled by reusable neural operators Efficient neural topology optimization via active learning for enhancing turbulent mass transfer in fluid channels

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T23:21:44.987909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:21:44.987909Z digest=sha256:5e32aa2040f13f6a1e8fb3f3dcd1987b774cf58e866270d8d0886de15b84a935

Observation 84fe2f28-0cfb-4502-879e-7f5d97bf7b28 · inbound

Neural Operator-enabled Topology-informed Evolutionary Strategy for PDE-Constrained Optimization cites this paper.

Neural Operator-enabled Topology-informed Evolutionary Strategy for PDE-Constrained Optimization Efficient neural topology optimization via active learning for enhancing turbulent mass transfer in fluid channels

Reference 34

Resolution
metadata mismatch
local_arxiv, observed 2026-07-09T02:55:53.555429Z

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.

source=arxiv_source observed=2026-07-09T02:48:18.362359Z digest=sha256:8a32629e1cf52e8e87fa1eaed847d3945b98dc6a4cc2ff5f95fed025cba0a9b6