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Paper Citation Record · LEDGER

An Epistemic and Aleatoric Decomposition of Arbitrariness to Constrain the Set of Good Models

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2302.04525.

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

pith.paper-citation-record.v1
2302.04525 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 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:44:14.721530Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T18:16:16.850658Z

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 a172b084-0ebb-476e-96cc-3960314755c5 · inbound

VirnyFlow: A Design Space for Responsible Model Development cites this paper.

VirnyFlow: A Design Space for Responsible Model Development An Epistemic and Aleatoric Decomposition of Arbitrariness to Constrain the Set of Good Models

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:44:16.941931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:13.943686Z digest=sha256:d2cf88fbca69506602019de7a90eea4a1079bb6cf7998e15a39abf7a747ad27c

Observation 3fc09ed4-8348-400f-b571-747b09f83dc7 · inbound

VirnyFlow: A Design Space for Responsible Model Development cites this paper.

VirnyFlow: A Design Space for Responsible Model Development An Epistemic and Aleatoric Decomposition of Arbitrariness to Constrain the Set of Good Models

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.721530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.721530Z digest=sha256:0718756919b18a16c13f3f83ad734ca174e7f0ab5d2cf26aceabe9bc17df7ba7