Paper Citation Record · LEDGER

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

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 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 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:30:15.543391Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T05:30:23.456663Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

2
pith, observed 2026-08-10T05:30:23.456663Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation fef03f8d-e012-43cc-8195-c3ef9d07e9fa · inbound

Uplift modeling with continuous treatments: A predict-then-optimize approach cites this paper.

Uplift modeling with continuous treatments: A predict-then-optimize approach An Epistemic and Aleatoric Decomposition of Arbitrariness to Constrain the Set of Good Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T17:18:23.204321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01187158-60b9-4678-b484-6d434753111c · inbound

Decision-centric fairness: Evaluation and optimization for resource allocation problems cites this paper.

Decision-centric fairness: Evaluation and optimization for resource allocation problems An Epistemic and Aleatoric Decomposition of Arbitrariness to Constrain the Set of Good Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-16T05:30:15.543391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

VirnyFlow: Optimizing ML Pipelines for Accuracy, Fairness, and Stability at Scale cites this paper.

VirnyFlow: Optimizing ML Pipelines for Accuracy, Fairness, and Stability at Scale 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 2026-08-20T06:33:59.587034+00:00.

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

VirnyFlow: Optimizing ML Pipelines for Accuracy, Fairness, and Stability at Scale cites this paper.

VirnyFlow: Optimizing ML Pipelines for Accuracy, Fairness, and Stability at Scale 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.