Pith. sign in

Paper Citation Record · LEDGER

PEFT-U: Parameter-Efficient Fine-Tuning for User Personalization

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2407.18078.

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

pith.paper-citation-record.v1
2407.18078 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:59:47.972964Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T17:16:12.170252Z

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 dfdec4ef-5ac2-4061-99ca-3782b059b073 · inbound

PEFT A2Z: Parameter-Efficient Fine-Tuning Survey for Large Language and Vision Models cites this paper.

PEFT A2Z: Parameter-Efficient Fine-Tuning Survey for Large Language and Vision Models PEFT-U: Parameter-Efficient Fine-Tuning for User Personalization

Reference 108

Resolution
unresolved
no resolver link, observed 2026-08-16T11:59:47.972964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:59:47.972964Z digest=sha256:262c904fb78f3fcf6cb5e272fb4ceaa40d36dacb5804ff3cfc300979a517e0df

Observation 455931c1-97c7-462b-8c98-7a44ce5ac518 · inbound

AirLLM: Diffusion Policy-based Adaptive LoRA for Remote Fine-Tuning of LLM over the Air cites this paper.

AirLLM: Diffusion Policy-based Adaptive LoRA for Remote Fine-Tuning of LLM over the Air PEFT-U: Parameter-Efficient Fine-Tuning for User Personalization

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:16:12.303724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T17:16:09.645314Z digest=sha256:56e931a57969cfd9cf3364a833bb86756c1c6c44cdf4c40748894f62cdfdbb7a

Observation f245ee31-4d82-442b-a91c-1320a36bed56 · inbound

Energy- and Memory-Efficient PEFT Methods for Personalized On-Device SLMs on Consumer GPUs cites this paper.

Energy- and Memory-Efficient PEFT Methods for Personalized On-Device SLMs on Consumer GPUs PEFT-U: Parameter-Efficient Fine-Tuning for User Personalization

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T23:25:09.204667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:25:09.204667Z digest=sha256:f3035e20f9a1fd3b8e054ae630cd504d8f69c594ab9635173026428f54708ade