Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Personalized Federated Learning with Contextualized Generalization
As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2106.13044.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-12T04:46:24.368800Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-22T15:34:57.787482Z
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 4b017b53-8b80-43bf-b168-0dd8a61662ed · inbound
When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair cites this paper.
When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Personalized Federated Learning with Contextualized Generalization
Reference 79
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T04:46:24.368800Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65038b97-0210-44e8-ab35-e9c80f36653f · inbound
A Survey on Foundation Models for Personalized Federated Intelligence cites this paper.
A Survey on Foundation Models for Personalized Federated Intelligence Personalized Federated Learning with Contextualized Generalization
Reference 269
- Resolution
- verified exact
- arxiv_id, observed 2026-05-22T15:34:57.789871Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.