Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
On-Device Collaborative Language Modeling via a Mixture of Generalists and Specialists
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 1 inbound Pith citation observation for arXiv:2409.13931.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T06:15:35.815754Z
A source-named dated measurement, never combined with another source.
Source: cited_works
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 be42fb47-246b-4d6a-bf65-20394b57f105 · inbound
Group Selection as a Safeguard Against AI Substitution cites this paper.
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.