Paper Citation Record · LEDGER

Group Selection as a Safeguard Against AI Substitution

As of 8 August 2026, this Paper Citation Record lists 5 of 5 outbound references and 0 inbound Pith citation observations for arXiv:2602.03541.

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

pith.paper-citation-record.v1
2602.03541 v2

Coverage vector

measured 5 of 5 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T06:15:35.973328Z

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

5 of 5 outbound references displayed

verified exact0
verified fuzzy0
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9cb97614-0c01-4060-b572-5c6a9a80c553 · outbound

This paper cites R., Shah, J.

Group Selection as a Safeguard Against AI Substitution R., Shah, J

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T06:15:35.627295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaec9860-7d67-45fa-8ca9-4b52dcdd7d22 · outbound

This paper cites an unresolved cited work.

Group Selection as a Safeguard Against AI Substitution Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T06:15:35.973328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c15b81a-e90b-4d36-9423-073753930196 · outbound

This paper cites an unresolved cited work.

Group Selection as a Safeguard Against AI Substitution Unresolved cited work

Reference 623

Resolution: unresolved; no resolver link, observed 2026-08-04T06:15:35.718288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be42fb47-246b-4d6a-bf65-20394b57f105 · outbound

This paper cites On-Device Collaborative Language Modeling via a Mixture of Generalists and Specialists.

Group Selection as a Safeguard Against AI Substitution On-Device Collaborative Language Modeling via a Mixture of Generalists and Specialists

Reference 2407

Resolution: unresolved; no resolver link, observed 2026-08-04T06:15:35.815754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29678fc4-f2d5-4061-beee-70719ec01730 · outbound

This paper cites Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine.

Group Selection as a Safeguard Against AI Substitution Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine

Reference 3440

Resolution: unresolved; no resolver link, observed 2026-08-04T06:15:35.881009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.