Paper Citation Record · LEDGER

Beyond Static Models: An Evolving Framework for Continual Learning in Large Language Models across Training Stages

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2603.12658.

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

pith.paper-citation-record.v1
2603.12658 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:20:58.760138Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T00:42:56.600192Z

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 bd0e1349-a1ea-482c-ba44-9c51f3bfa4f1 · inbound

Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering cites this paper.

Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Beyond Static Models: An Evolving Framework for Continual Learning in Large Language Models across Training Stages

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-08-11T02:18:55.465785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 89d72d52-67a2-45a7-b8d5-60065e1b6f15 · inbound

Hidden Failure Modes of Gradient Modification under Adam in Continual Learning, and Adaptive Decoupled Moment Routing as a Repair cites this paper.

Hidden Failure Modes of Gradient Modification under Adam in Continual Learning, and Adaptive Decoupled Moment Routing as a Repair Beyond Static Models: An Evolving Framework for Continual Learning in Large Language Models across Training Stages

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-08-11T02:18:55.465785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c8f065ae-ba4b-43a9-8998-8363428793f5 · inbound

Self-Consolidating Language Models: Continual Knowledge Incorporation from Context cites this paper.

Self-Consolidating Language Models: Continual Knowledge Incorporation from Context Beyond Static Models: An Evolving Framework for Continual Learning in Large Language Models across Training Stages

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-08-11T02:18:55.465785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d567e88c-dc4b-4b49-a178-e1f3f872a8ac · inbound

Self-Consolidating Language Models: Continual Knowledge Incorporation from Context cites this paper.

Self-Consolidating Language Models: Continual Knowledge Incorporation from Context Beyond Static Models: An Evolving Framework for Continual Learning in Large Language Models across Training Stages

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-08-11T02:18:55.465785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5e264e82-fb22-445b-be76-ff5a4cc9ff5d · inbound

Continual Learning for Sequential Personalization of Small Language Models: A Stability Monitoring Analysis cites this paper.

Continual Learning for Sequential Personalization of Small Language Models: A Stability Monitoring Analysis Beyond Static Models: An Evolving Framework for Continual Learning in Large Language Models across Training Stages

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-08-11T02:18:55.465785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7ac13e61-474e-4525-9d75-c60b6d14505e · inbound

Macaron-V1: Towards Open Continual Learning with Self-Improvement and Mixture-of-LoRA cites this paper.

Macaron-V1: Towards Open Continual Learning with Self-Improvement and Mixture-of-LoRA Beyond Static Models: An Evolving Framework for Continual Learning in Large Language Models across Training Stages

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-11T10:20:58.760138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.