Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Adaptive Optimization for Enhanced Efficiency in Large-Scale Language Model Training
As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2412.04718.
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 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T00:39:35.538864Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-10T23:26:40.111315Z
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 be00fb9f-d4c7-4821-a4ba-033bc2fa26ae · inbound
A Matrix Logic Approach to Efficient Frequent Itemset Discovery in Large Data Sets cites this paper.
A Matrix Logic Approach to Efficient Frequent Itemset Discovery in Large Data Sets Adaptive Optimization for Enhanced Efficiency in Large-Scale Language Model Training
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T00:39:35.538864Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e157d387-c6be-41c3-8b4f-5dd55c3b5f52 · inbound
Deep Learning in Image Classification: Evaluating VGG19's Performance on Complex Visual Data cites this paper.
Deep Learning in Image Classification: Evaluating VGG19's Performance on Complex Visual Data Adaptive Optimization for Enhanced Efficiency in Large-Scale Language Model Training
Reference 8
- Resolution
- verified exact
- local_arxiv, observed 2026-08-10T23:26:40.120866Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.