Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2301.12132.
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 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T01:03:43.253839Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-13T11:32:37.037260Z
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 ec448051-6332-4038-a056-cbe6cb681740 · inbound
Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning
Reference 100
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9cb11d54-66ce-4ceb-87de-62b0a69e16f2 · inbound
Fed-HeLLo: Efficient Federated Foundation Model Fine-Tuning with Heterogeneous LoRA Allocation AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89c846c5-5608-4dac-af30-002cea230cec · inbound
Constraint-Driven Warm-Freeze for Efficient Transfer Learning in Photovoltaic Systems AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bf690ea8-d373-4508-9cc6-75b08cd2c061 · inbound
Temporal Reasoning Is Not the Bottleneck: A Probabilistic Inconsistency Framework for Neuro-Symbolic QA AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.