Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 24 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2305.02423.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:59:47.829613Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T04:17:37.153053Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation 5e9172bf-1b5a-48ba-9d83-24e4c791b0ca · inbound
Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey PTP: Boosting Stability and Performance of Prompt Tuning with Perturbation-Based Regularizer
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e6684b54-32e1-4f56-985f-f03ab16a396c · inbound
Survey of different Large Language Model Architectures: Trends, Benchmarks, and Challenges PTP: Boosting Stability and Performance of Prompt Tuning with Perturbation-Based Regularizer
Reference 110
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62e7f3c5-991d-40ca-ba5d-1272fe4a7117 · inbound
PEFT A2Z: Parameter-Efficient Fine-Tuning Survey for Large Language and Vision Models PTP: Boosting Stability and Performance of Prompt Tuning with Perturbation-Based Regularizer
Reference 78
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14409f8c-0099-4e02-831f-1b4a7490a59c · inbound
5% > 100%: Flatness Preference is All You Need for Multimodal Parameter-Efficient Fine-Tuning PTP: Boosting Stability and Performance of Prompt Tuning with Perturbation-Based Regularizer
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.