Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T15:07:33.947431Z
Paper Citation Record · LEDGER
The Challenger: When Do New Data Sources Justify Switching Machine Learning Models?
As of 8 August 2026, this Paper Citation Record lists 4 of 4 outbound references and 0 inbound Pith citation observations for arXiv:2512.18390.
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
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
4 of 4 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved4
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation f7e43187-f4bd-4690-9691-daf460efcd6b · outbound
This paper cites Towards Stable Machine Learning Model Retraining via Slowly Varying Sequences.
The Challenger: When Do New Data Sources Justify Switching Machine Learning Models? Towards Stable Machine Learning Model Retraining via Slowly Varying Sequences
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T15:07:33.559584Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8510cff-1915-4639-9cd5-84f79fe464e4 · outbound
This paper cites an unresolved cited work.
The Challenger: When Do New Data Sources Justify Switching Machine Learning Models? Unresolved cited work
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T15:07:33.825309Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e19462ae-ea19-48bf-b14a-d7fd9331c3f0 · outbound
This paper cites This is the second part of the lemma.□ EC.2.
The Challenger: When Do New Data Sources Justify Switching Machine Learning Models? This is the second part of the lemma.□ EC.2
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T15:07:33.947431Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10cc542f-c7a3-4671-ae4b-fff475c04d30 · outbound
This paper cites The Limitations of Model Retraining in the Face of Performativity.
The Challenger: When Do New Data Sources Justify Switching Machine Learning Models? The Limitations of Model Retraining in the Face of Performativity
Reference 2273
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T15:07:33.715236Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.