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 4 inbound Pith citation observations for arXiv:2412.04718.

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

pith.paper-citation-record.v1
2412.04718 v1

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 2026-08-10T06:31:04.303077+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:40:19.792263Z

measured 0 of 1 external citation measurements

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 bab47f5c-88cd-4b73-9052-c8f38187db5f · inbound

Dynamic Scheduling Strategies for Resource Optimization in Computing Environments cites this paper.

Dynamic Scheduling Strategies for Resource Optimization in Computing Environments Adaptive Optimization for Enhanced Efficiency in Large-Scale Language Model Training

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T05:40:19.792263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bceb884-386b-421c-b08a-bc4d1fb07ebf · inbound

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer cites this paper.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Adaptive Optimization for Enhanced Efficiency in Large-Scale Language Model Training

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.925862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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.