Paper Citation Record · LEDGER

Parameter-Efficient Fine-Tuning Design Spaces

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2301.01821.

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

pith.paper-citation-record.v1
2301.01821 v1

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 2026-08-07T06:34:17.273281+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:15:37.186380Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-23T05:52:37.504844Z

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 f37e3b26-3d5f-48e2-9465-7eeb30cc873e · inbound

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey cites this paper.

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey Parameter-Efficient Fine-Tuning Design Spaces

Reference 98

Resolution: verified exact; arxiv_id, observed 2026-05-13T11:32:37.029923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2cad770d-efae-458e-8871-2a4cf27f3d42 · inbound

Small Language Models (SLMs) Can Still Pack a Punch: A survey (updated 2026) cites this paper.

Small Language Models (SLMs) Can Still Pack a Punch: A survey (updated 2026) Parameter-Efficient Fine-Tuning Design Spaces

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-23T05:52:37.508760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 90353056-37e9-477a-9947-833d833a3134 · inbound

Look Within or Look Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning cites this paper.

Look Within or Look Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning Parameter-Efficient Fine-Tuning Design Spaces

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T13:15:37.186380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d594b4ae-c5e1-42c0-8dd7-f5156b0b6694 · inbound

PrunePEFT: Iterative Hybrid Pruning for Parameter-Efficient Fine-tuning of LLMs cites this paper.

PrunePEFT: Iterative Hybrid Pruning for Parameter-Efficient Fine-tuning of LLMs Parameter-Efficient Fine-Tuning Design Spaces

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T05:35:20.195445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 307a2d5d-97b0-40bd-81a9-f09e84a598e6 · inbound

Learning Text Styles: A Study on Transfer, Attribution, and Verification cites this paper.

Learning Text Styles: A Study on Transfer, Attribution, and Verification Parameter-Efficient Fine-Tuning Design Spaces

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T15:13:19.567901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35285e58-6923-4035-ac54-ff2a617f9acf · inbound

PHLoRA: data-free Post-hoc Low-Rank Adapter extraction from full-rank checkpoint cites this paper.

PHLoRA: data-free Post-hoc Low-Rank Adapter extraction from full-rank checkpoint Parameter-Efficient Fine-Tuning Design Spaces

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T17:22:08.849218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.